What I have done, in order to do the least amount of damage and removal of too much stain, is use steel wool and rubbing alcohol. You just wet the steel wool, rub the stock and wipe off the grime and old oil with a paper towel. It works very well if you just want to do a sympathetic restoration.
This was advice from Dig that I read somewhere as well.