While it may not be physical incest (yet) , it absolutely is emotional incest.

Until you have proof (e.g. Video) they will discount and deny your feelings.

You should leave and leave now. Forget any feelings of guilt, as he has already left the relationship with you.

They may do anything to protect their secret, so be careful.