I agree with "Farmquilter"........I have had the best results with Peanut Butter. It stays put and really softens the masking tape and won't damage the surface.
Oil seems to be the consensus. Cooking oil is also good for cleaning nasty black grease like from working on a car off your hands enough so you can use soap and water after.
Rodney