I think you're right. I think most human-sized people feel an innate disgust toward fat people. I think there was a study on it. Let me go pull it.  Edit: I'm on mobile and having issues downloading the pdf, but it's linked in this article: http://jezebel.com/5550185/obesity-really-is-disgusting.