Aids is not wrong. [1]
> However, our style is to use lower case with an initial cap for acronyms where you would normally pronounce the set of letters as a word (eg Aids, Nafta, Nasa, Opec, Apec).
[1] https://www.bbc.co.uk/academy/en/articles/art201307021121335...