/read on TVTropes that Megaman Gigamix explains why Dr. Wily is so quick to retreat and abandon the Robot Masters.

(it's not the reason you might be thinking)

It's because he knows Rock and Dr. Light are good peoples. Against somebody who's actually trying to kill them in earnest, though...