Oil can take a while to penetrate and dissolve the old gunk. Maybe try adding a little kerosene to thin it out?
Another thing that may speed things up is to use automatic transmission fluid. I'm not going to suggest that you use it routinely (we already had a discussion about that in another thread
) but the extra detergent properties may help in this case to dissolve old varnished oil and get things unstuck.