Will my son ever accept my relationship?

I would say just continue the way yous are. Your son will eventually come around, it's just the idea of change that is throwing him off. I can't remember one time when my mother got into a new relationship and I was happy with it at first. He's just young, time will teach him to understand and he will realise that he wants you to be happy. Just give it a little time :)