Lots of cats go hot (cat? ) wild for green olives. Some even react the same way they would to catnip. While green olives aren't poisonous for a cat, they're not particularly good for them either. Cats can't quite digest them properly and this can lead to diarrhea, which, neither you nor the cat wants.