I've used DOT3 brake fluid. Dunk them in all the way. Leave ever night and in the morning they will come right off. And brake fluid isn't like oil to its very easy to wash off. Doesn't leave no resedue.
NOTE: if your rims are painted and you like the finish of the rims, DO NOT use brake fluid. It will strip the paint off clleeeaaannn.