So were they just incapable to stopping WW2 at that point? Like is there a rule that says Fairies can’t interfere with human politics or something?

Looking back on “Hail to the Chief,” where they can’t do more to help Timmy other than just be his campaign managers, that’s a possibility. Politics are crooked and tricky enough without magic.