I would try an aerosol electronic parts cleaner. That stuff eats EVERYTHING petroleum based like nothing. I evaporates very quickly leaving no residue behind except, in this case, the oil. I doubt that any brushing or other abrasive would be necessary. When using the stuff, make sure you aren't smoking as the stuff is more flammable/explosive than anything else I know of.
IMHO,
Jim