I don't think the problem here is one of reasoning but one of axioms.
Yes, I think you're right. I think that some moral axioms are, well, reasonable, but I won't go so far as to say that it's unreasonable to reject them. As I said, we have to start from somewhere, and that applies to more things than just morality.