Generally, when the word fan is used to express a deep liking or admiration for someone like a celebrity, huge or big are most commonly used. You can also use enormous.
Ex: I'm a huge BTS fan.
Ex: My sister goes crazy over Billie Eilish, she's her biggest fan.