Whiting mixed with MEK to the consistency of heavy cream works well. Paint on a coat and let dry throughly. Brush/blow off the dirty whiting and reapply. When the coating dries white, you know all the oil is gone. Acetone works too, but MEK dries slower, giving more time for the solvent to pull the oil out of the wood.

OB