I think it would be a waste of time and energy. The oil has permeated the wood so it can probably never be extracted. I don't know how good of a primer you could find that would allow a paint to stick to an oiled surface. You could always try anyway. You might get a few years out of it before the paint really starts coming off...or you might not.