diff --git a/setup.py b/setup.py
index f872b8e..edbe13b 100644
--- a/setup.py
+++ b/setup.py
@@ -282,7 +282,7 @@ class CachedWheelsCommand(_bdist_wheel):
             wheel_path = os.path.join(self.dist_dir, archive_basename + ".whl")
             print("Raw wheel path", wheel_path)
             os.rename(wheel_filename, wheel_path)
-        except urllib.error.HTTPError:
+        except (urllib.error.HTTPError, urllib.error.URLError):
             print("Precompiled wheel not found. Building from source...")
             # If the wheel could not be downloaded, build from source
             super().run()