I had a similar problem with my tablesaw. WD-40 worked, but the bit cleaner that came with the Boeshield T-9 kit worked pretty good as well. Used a white (ultra-fine) scotchbrite pad and most of it came off fairly easy. I'm sure that most any degreaser would work pretty well.
Enjoy your new toy!
Enjoy your new toy!