Goop or a similar hand cleaner works about as well as you can hope for. Rub it on, let it sit, rub it in, wash it alone so nothing else gets dirty. You may run into a problem if there's solids (metal bits, rust, etc.) in the greasy gunk; when that's the case, I haven't found a way to get it out of fabric.