You can use acetone to strip it. Has the side benefit of you getting a bit loopy...
There's also citristrip. Or you can buy delemonine/citrus cleaners from places like home depot.
As for oil, you can do many different things. Danish and other oils like tung oil work. Minwax has some good products as well.
I've always used 0000 steel wool between layers of finish.