diff --git a/pep_sphinx_extensions/pep_processor/transforms/pep_zero.py b/pep_sphinx_extensions/pep_processor/transforms/pep_zero.py
index a9b0a074ca1..6673f11ece3 100644
--- a/pep_sphinx_extensions/pep_processor/transforms/pep_zero.py
+++ b/pep_sphinx_extensions/pep_processor/transforms/pep_zero.py
@@ -18,10 +18,10 @@ def apply(self) -> None:
 
 
 class PEPZeroSpecial(nodes.SparseNodeVisitor):
-    """Perform the special processing needed by PEP 0:
+    """Perform the special processing needed by PEP 0.
 
     - Mask email addresses.
-    - Link PEP numbers in the second column of 4-column tables to the PEPs themselves.
+    - Link PEP numbers and PEP titles in the table to the PEPs themselves.
 
     """
 
@@ -29,6 +29,7 @@ def __init__(self, document: nodes.document):
         super().__init__(document)
         self.pep_table: int = 0
         self.entry: int = 0
+        self.ref: str | None = None
 
     def unknown_visit(self, node: nodes.Node) -> None:
         """No processing for undefined node types."""
@@ -57,10 +58,13 @@ def visit_colspec(self, node: nodes.colspec) -> None:
 
     def visit_row(self, _node: nodes.row) -> None:
         self.entry = 0  # reset column number
+        self.ref = None  # Reset PEP URL
 
     def visit_entry(self, node: nodes.entry) -> None:
         self.entry += 1
-        if self.pep_table and self.entry == 2 and len(node) == 1:
+        if not self.pep_table:
+            return
+        if self.entry == 2 and len(node) == 1:
             node["classes"].append("num")
             # if this is the PEP number column, replace the number with a link to the PEP
             para = node[0]
@@ -70,8 +74,14 @@ def visit_entry(self, node: nodes.entry) -> None:
                     pep_num = int(pep_str)
                 except ValueError:
                     return
-                ref = self.document.settings.pep_url.format(pep_num)
-                para[0] = nodes.reference("", pep_str, refuri=ref)
+                self.ref = self.document.settings.pep_url.format(pep_num)
+                para[0] = nodes.reference("", pep_str, refuri=self.ref)
+        elif self.entry == 3 and len(node) == 1 and self.ref:
+            # If this is the PEP title column, add a link to the PEP
+            para = node[0]
+            if isinstance(para, nodes.paragraph) and len(para) == 1:
+                pep_title = para.astext()
+                para[0] = nodes.reference("", pep_title, refuri=self.ref)
 
 
 def _mask_email(ref: nodes.reference) -> nodes.reference: