Do not be too bummed out about it because everyone has their preference and his may just be for thinner girls. Find another guy who will like you for you.
Don't be mad at your friend. Sometimes two people are not meant to be. Also, if he doesn't like you because you are not thin then you should pick a different guy to crush on. You are too good for someone like him.