I have used Hoppe's #9 gun solvent on heavily varnished accessories like that. It won't hurt them and it works wonders for dissolving the old solidified oil.
I lieu of that, Tri-Flow is your best bet. It penetrates and frees up sticky parts. More hair drier heat won't hurt either.
Joe