I’ve never bought the theory that “fan” is short for “fanatic.” Generally when we abbreviate words like that, we pick the stressed syllable — for instance, “refrigerator” becomes “fridge” or “cartoon” becomes “toon.” So “fanatic” would be more likely to get shortened to “nat.”