Gender neutral for fanboy or fangirl. You could call a nonbinary person a fanboi.
Person 1:BXDNSJDKKSNFJSDKFJLDF Person 2: Dude stop fanboiing! Person 1: What if I do t want to stop fanboiing?? Person 2: Fine but be quit you fanboi.