Unless the next PI is REALLY a nice guy, which I doubt, I would suggest you to stay.
But if your current BS is really bad, you just go (as no matter what you do, he will not appreciate).
It's really not a good solutions to paly between PIs, there is no friendship, just benefits, bear this rule in mind!