Rename Files in Python

I'm trying to rename some files in a directory using Python.

Say I have a file called CHEESE_CHEESE_TYPE.*** and want to remove CHEESE_ so my resulting filename would be CHEESE_TYPE

I'm trying to use the os.path.split but it's not working properly. I have also considered using string manipulations, but have not been successful with that either.