diff --git a/pymode/__init__.py b/pymode/__init__.py
index 2a5dac3d..7f599026 100644
--- a/pymode/__init__.py
+++ b/pymode/__init__.py
@@ -4,7 +4,11 @@
 
 import sys
 import vim  # noqa
-
+try:
+    from importlib.machinery import PathFinder as _PathFinder
+    vim.find_module = _PathFinder.find_module
+except ImportError:
+    pass
 
 def auto():
     """Fix PEP8 erorrs in current buffer.