diff --git a/src/index.js b/src/index.js
index b27afb0..cf30d13 100644
--- a/src/index.js
+++ b/src/index.js
@@ -15,6 +15,66 @@ const VERBS = [
   "unlink",
 ];
 
+function throwNetErrorFactory(code) {
+  if (typeof code === "string") {
+    return function (config) {
+      let url = { hostname: "UNKNOWN", host: "UNKNOWN" };
+      try {
+        url = new URL(config.url, config.baseURL);
+      } catch (_error) {}
+      let error = undefined;
+      switch (code) {
+        case "ENOTFOUND": {
+          error = utils.createAxiosError(`getaddrinfo ENOTFOUND ${url.hostname}`, config, undefined, "ENOTFOUND", {
+            errno: -3008,
+            code: "ENOTFOUND",
+              syscall: "getaddrinfo",
+              hostname: url.hostname,
+            }
+          );
+        } break;
+
+        case "ECONNREFUSED": {
+          error = utils.createAxiosError(`connect ECONNREFUSED ${url.host}`, config, undefined, "ECONNREFUSED", {
+              code: "ECONNREFUSED",
+              syscall: "connect",
+              port: url.port ? parseInt(url.port, 10) : undefined,
+              address: url.hostname,
+              errno: -111
+            }
+          );
+        } break;
+
+        case "ECONNRESET": {
+          error = utils.createAxiosError("socket hang up", config, undefined, "ECONNRESET", { code: "ECONNRESET" });
+        } break;
+
+        case "ECONNABORTED":
+        case "ETIMEDOUT": {
+          error = Object.assign(utils.createAxiosError(
+              config.timeoutErrorMessage ||
+                `timeout of ${config.timeout}ms exceeded`,
+              config,
+              undefined,
+              config.transitional && config.transitional.clarifyTimeoutError
+                ? "ETIMEDOUT"
+                : "ECONNABORTED"
+            ), { name: "AxiosError" });
+        } break;
+
+        default: {
+          error = utils.createAxiosError(`Error ${code}`, config, undefined, code);
+        } break;
+      }
+      return Promise.reject(error);
+    };
+  } else {
+    return function (config) {
+      return Promise.reject(utils.createAxiosError("Network Error", config));
+    };
+  }
+}
+
 function getVerbArray() {
   const arr = [];
   VERBS.forEach(function (verb) {
@@ -177,64 +237,37 @@ VERBS.concat("any").forEach(function (method) {
         return self;
       },
       abortRequest () {
+        const throwNetError = throwNetErrorFactory("ECONNABORTED");
         return reply(async function (config) {
-          throw utils.createAxiosError(
-            "Request aborted",
-            config,
-            undefined,
-            "ECONNABORTED"
-          );
+          return throwNetError(Object.assign({ timeoutErrorMessage: "Request aborted" }, config));
         });
       },
       abortRequestOnce () {
+        const throwNetError = throwNetErrorFactory("ECONNABORTED");
+
         return replyOnce(async function (config) {
-          throw utils.createAxiosError(
-            "Request aborted",
-            config,
-            undefined,
-            "ECONNABORTED"
-          );
+          return throwNetError(Object.assign({ timeoutErrorMessage: "Request aborted" }, config));
         });
       },
 
-      networkError () {
-        return reply(async function (config) {
-          throw utils.createAxiosError("Network Error", config);
-        });
+      networkError (code) {
+        const throwNetError = throwNetErrorFactory(code);
+        return reply(throwNetError);
       },
 
-      networkErrorOnce () {
-        return replyOnce(async function (config) {
-          throw utils.createAxiosError("Network Error", config);
-        });
+      networkErrorOnce (code) {
+        const throwNetError = throwNetErrorFactory(code);
+        return replyOnce(throwNetError);
       },
 
       timeout () {
-        return reply(async function (config) {
-          throw utils.createAxiosError(
-            config.timeoutErrorMessage ||
-              `timeout of ${config.timeout  }ms exceeded`,
-            config,
-            undefined,
-            config.transitional && config.transitional.clarifyTimeoutError
-              ? "ETIMEDOUT"
-              : "ECONNABORTED"
-          );
-        });
+        const throwNetError = throwNetErrorFactory("ETIMEDOUT");
+        return reply(throwNetError);
       },
 
       timeoutOnce () {
-        return replyOnce(async function (config) {
-          throw utils.createAxiosError(
-            config.timeoutErrorMessage ||
-              `timeout of ${config.timeout  }ms exceeded`,
-            config,
-            undefined,
-            config.transitional && config.transitional.clarifyTimeoutError
-              ? "ETIMEDOUT"
-              : "ECONNABORTED"
-          );
-        });
+        const throwNetError = throwNetErrorFactory("ETIMEDOUT");
+        return replyOnce(throwNetError);
       },
     };
 
diff --git a/src/utils.js b/src/utils.js
index 51f5285..209a4a9 100644
--- a/src/utils.js
+++ b/src/utils.js
@@ -155,14 +155,14 @@ async function settle(config, response, delay) {
   }
 }
 
-function createAxiosError(message, config, response, code) {
+function createAxiosError(message, config, response, code, cause) {
   // axios v0.27.0+ defines AxiosError as constructor
   if (typeof axios.AxiosError === "function") {
-    return axios.AxiosError.from(new Error(message), code, config, null, response);
+    return axios.AxiosError.from(Object.assign(new Error(message), cause), code, config, null, response);
   }
 
   // handling for axios v0.26.1 and below
-  const error = new Error(message);
+  const error = Object.assign(new Error(message), cause);
   error.isAxiosError = true;
   error.config = config;
   if (response !== undefined) {
diff --git a/test/network_error.spec.js b/test/network_error.spec.js
index e7408e4..41d711e 100644
--- a/test/network_error.spec.js
+++ b/test/network_error.spec.js
@@ -1,5 +1,6 @@
 const axios = require("axios");
 const expect = require("chai").expect;
+const http = require("http");
 
 const MockAdapter = require("../src");
 
@@ -12,6 +13,7 @@ describe("networkError spec", function () {
     mock = new MockAdapter(instance);
   });
 
+  describe("Without code", function() {
   it("mocks networkErrors", function () {
     mock.onGet("/foo").networkError();
 
@@ -42,5 +44,104 @@ describe("networkError spec", function () {
       .then(function (response) {
         expect(response.status).to.equal(200);
       });
+    });
+  });
+  describe("With code", function () {
+    function filterErrorKeys(key) {
+      return key !== "config" && key !== "request" && key !== "stack";
+    }
+
+    async function compareErrors() {
+      const url = arguments[0];
+      const params = Array.from(arguments).slice(1);
+      const errors = await Promise.all([
+        axios.get.apply(axios, [instance.defaults.baseURL + url].concat(params)).then(function () {
+          expect.fail("Should have rejected");
+        }, function (error) {
+          return error;
+        }),
+        instance.get.apply(instance, [url].concat(params)).then(function () {
+          expect.fail("Should have rejected");
+        }, function (error) {
+          return error;
+        })
+      ]);
+      const base = errors[0];
+      const mocked = errors[1];
+      const baseKeys = Object.keys(base).filter(filterErrorKeys);
+      for (let i = 0; i < baseKeys.length; i++) {
+        const key = baseKeys[i];
+        expect(mocked[key], `Property ${key}`).to.deep.equal(base[key]);
+      }
+    }
+
+    it("should look like base axios ENOTFOUND responses", function() {
+      instance.defaults.baseURL = "https://not-exi.st:1234";
+      mock.onGet("/some-url").networkError("ENOTFOUND");
+
+      return compareErrors("/some-url");
+    });
+
+    it("should look like base axios ECONNREFUSED responses", function() {
+      instance.defaults.baseURL = "http://127.0.0.1:4321";
+      mock.onGet("/some-url").networkError("ECONNREFUSED");
+
+      return compareErrors("/some-url");
+    });
+
+    it("should look like base axios ECONNRESET responses", function() {
+      return new Promise(function(resolve) {
+        const server = http.createServer(function(request) {
+          request.destroy();
+        }).listen(function() {
+          resolve(server);
+        });
+      }).then(function(server) {
+        instance.defaults.baseURL = `http://localhost:${  server.address().port}`;
+        mock.onGet("/some-url").networkError("ECONNRESET");
+
+        return compareErrors("/some-url").finally(function() {
+          server.close();
+        });
+      });
+    });
+
+    it("should look like base axios ECONNABORTED responses", function() {
+      return new Promise(function(resolve) {
+        const server = http.createServer(function() {}).listen(function() {
+          resolve(server);
+        });
+      }).then(function(server) {
+        instance.defaults.baseURL = `http://localhost:${  server.address().port}`;
+        mock.onGet("/some-url").networkError("ECONNABORTED");
+
+        return compareErrors("/some-url", { timeout: 1 }).finally(function() {
+          server.close();
+        });
+      });
+    });
+
+    it("should look like base axios ETIMEDOUT responses", function() {
+      return new Promise(function(resolve) {
+        const server = http.createServer(function() {}).listen(function() {
+          resolve(server);
+        });
+      }).then(function(server) {
+        instance.defaults.baseURL = `http://localhost:${  server.address().port}`;
+        mock.onGet("/some-url").networkError("ETIMEDOUT");
+
+        return compareErrors("/some-url", { timeout: 1 }).finally(function() {
+          server.close();
+        });
+      });
+    });
+
+    // Did not found a way to simulate this
+    it.skip("should look like base axios EHOSTUNREACH responses", function() {
+      instance.defaults.baseURL = "TODO";
+      mock.onGet("/some-url").networkError("EHOSTUNREACH");
+
+      return compareErrors("/some-url");
+    });
   });
 });
diff --git a/types/index.d.ts b/types/index.d.ts
index 01f0ec8..0a971c3 100644
--- a/types/index.d.ts
+++ b/types/index.d.ts
@@ -29,6 +29,8 @@ type ResponseSpecFunc = <T = any>(
   headers?: AxiosHeaders
 ) => MockAdapter;
 
+type NetErr = 'ENOTFOUND' | 'ECONNREFUSED' | 'ECONNRESET' | 'ECONNABORTED' | 'ETIMEDOUT'
+
 declare namespace MockAdapter {
   export interface RequestHandler {
     withDelayInMs(delay: number): RequestHandler;
@@ -37,8 +39,8 @@ declare namespace MockAdapter {
     passThrough(): MockAdapter;
     abortRequest(): MockAdapter;
     abortRequestOnce(): MockAdapter;
-    networkError(): MockAdapter;
-    networkErrorOnce(): MockAdapter;
+    networkError(code?: NetErr): MockAdapter;
+    networkErrorOnce(code?: NetErr): MockAdapter;
     timeout(): MockAdapter;
     timeoutOnce(): MockAdapter;
   }