I do not understand, how can a woman fall for a man who already is in a relationship?
Just look at it this way, today he is cheating on his girlfriend/wife with you, what surety is there that tomorrow when you are his girlfriend/wife, he will not cheat on you with someone else?
Once a cheater always a cheater.
You always reap what you sow.
Back off while you still can.