I think you just have to keep the catnip plant out of their reach, which isn't easy.

Speaking of out of reach, my neighbor's little orange cat, one I have been attempting to steal away since she doesn't take good care of it, killed a young bird in my back yard this evening. He doesn't even have claws and can't climb trees. I have no idea how he managed to reach that bird.