I went and looked it up.

Acronym is the most correct term. GIF can be an initialism or an acronym, however it becomes an acronym when we pronounce it as a word.

I’m not going to get into a debate over it obeying word rules when it starts as an initialism. That’s for scholars and asklemmy shenanigans.