According to Pastor Alister Begg, Christopher Hitchens admitted he clung fast to atheism because he wanted personal control of what was moral and immoral. There might be some of that in Dawkins.
They don't want to be held responsible for their own actions and accountable to a higher power. They want to be their own gods, deciding right from wrong.