I use Isopropyl Alcohol.
I have even done it without taking the oil off.
As a matter of fact, I'm blueing my Bobcat again right now. I took it outside yesterday to take pictures and last night I noticed a scratch on the barrel. I had to sand it out and reblue the barrel. I've put too much work into that cheap pea shooter to stand for a scratch on it.