You can say “I’m interested in music” without stopping to think. Ask yourself why it’s “in” and not “on” or “at”, though, and you’ll probably struggle to explain it. Nobody handed you a rule for that little word. You met the sentence, then met it again, until it simply sounded right.
Most of the English you already use found its way in like that, one sen…