How did my crush already realize that I liked him?

You were being very obvious. Sometimes, I think we girls don't know how obvious we can be. Chances are your nerves showed and you're clothes made him pay more attention to you letting him notice how you were acting even more. But from what it sounds like don't be concerned if he knows.