Grease is tough to take out of fabric. Soap and water alone just won't cut it, you need something to break up the grease.
Here's what I have done in the past.
Use Goop or GoJo hand cleaner this is specially made to cut down grease when cleaning your hands. Then with a damp cloth with just...