I'm not attracted to fat people. I'm attracted to attractive people. And there are, amazingly, attractive fat people, despite the cultural norm we've internalized.
In different times and in different cultures, fat people have been considered physically attractive and thinner/slimmer people considered unattractive. Now we live in a globalized world where many aspirations are sold wholesale across cultures and acceptance is manufactured to make it look like the norm.