diff --git a/pandas/io/pickle.py b/pandas/io/pickle.py
index fa953f7d876cc..756096dd0c9ce 100644
--- a/pandas/io/pickle.py
+++ b/pandas/io/pickle.py
@@ -1,4 +1,5 @@
 """ pickle compat """
+import warnings
 
 import numpy as np
 from numpy.lib.format import read_array, write_array
@@ -96,7 +97,9 @@ def try_read(path, encoding=None):
         # cpickle
         # GH 6899
         try:
-            return read_wrapper(lambda f: pkl.load(f))
+            with warnings.catch_warnings(record=True):
+                # We want to silencce any warnings about, e.g. moved modules.
+                return read_wrapper(lambda f: pkl.load(f))
         except Exception:
             # reg/patched pickle
             try: