Use brake degreaser to get the oil off. I forge mine to final thickness, normalize and anneal into fine spheroidite. I then do straightening at sub critical temperature until it stops moving and aust/quench. Once again, brake degreaser to clean the oil off. Temper. Soak in vinegar overnight and scotch brite blue belt. You get a very pretty "nashiji" or brut de forge finish. Then grind bevels and be aware the finish is soft decarb above the bevels.
Easy way
Brake degreaser
Sandblast 80 grit abrasive or so
I clean my blades fully when ready for final quench and use a coat of atp
-Trey