diff --git a/jedi/inference/compiled/subprocess/__main__.py b/jedi/inference/compiled/subprocess/__main__.py
index 5e92229f..fdf7b742 100644
--- a/jedi/inference/compiled/subprocess/__main__.py
+++ b/jedi/inference/compiled/subprocess/__main__.py
@@ -1,5 +1,10 @@
 import os
 import sys
+from importlib.machinery import PathFinder
+
+# Remove the first entry, because it's simply a directory entry that equals
+# this directory.
+del sys.path[0]
 
 
 def _get_paths():
@@ -11,39 +16,22 @@ def _get_paths():
     return {'jedi': _jedi_path, 'parso': _parso_path}
 
 
-# Remove the first entry, because it's simply a directory entry that equals
-# this directory.
-del sys.path[0]
+class _ExactImporter(object):
+    def __init__(self, path_dct):
+        self._path_dct = path_dct
 
-if sys.version_info > (3, 4):
-    from importlib.machinery import PathFinder
+    def find_module(self, fullname, path=None):
+        if path is None and fullname in self._path_dct:
+            p = self._path_dct[fullname]
+            loader = PathFinder.find_module(fullname, path=[p])
+            return loader
+        return None
 
-    class _ExactImporter(object):
-        def __init__(self, path_dct):
-            self._path_dct = path_dct
 
-        def find_module(self, fullname, path=None):
-            if path is None and fullname in self._path_dct:
-                p = self._path_dct[fullname]
-                loader = PathFinder.find_module(fullname, path=[p])
-                return loader
-            return None
-
-    # Try to import jedi/parso.
-    sys.meta_path.insert(0, _ExactImporter(_get_paths()))
-    from jedi.inference.compiled import subprocess  # NOQA
-    sys.meta_path.pop(0)
-else:
-    import imp
-
-    def load(name):
-        paths = list(_get_paths().values())
-        fp, pathname, description = imp.find_module(name, paths)
-        return imp.load_module(name, fp, pathname, description)
-
-    load('parso')
-    load('jedi')
-    from jedi.inference.compiled import subprocess  # NOQA
+# Try to import jedi/parso.
+sys.meta_path.insert(0, _ExactImporter(_get_paths()))
+from jedi.inference.compiled import subprocess  # NOQA
+sys.meta_path.pop(0)
 
 from jedi._compatibility import highest_pickle_protocol  # noqa: E402