I say prove to him that you are stronger than his childish games and behavior. Each time you "give in" you are letting him win and get satisfaction out of the sabbotage. If you don't give in, you win. Not only win by proving he is being ridiculous, but you win the satisfaction of knowing you are stronger willed than he is. And strong enough to do what is right for yourself.
I think it is a little ridiculous this is even an issue, because your husband should be your biggest cheerleader in this journey. Not your biggest enemy. And I am sad for you that he is not supporting you more.
Either way - we are all here for you, whether he chooses to be or not.