If we had to explain to a super intelligent and powerful alien why it shouldn’t eat us but eating our animals is okay we’d have a big problem.

I believe for us the “non human” aspect is most important for us and which animals are food and which are pets is a cultural thing. Because any other property besides “non human” would eg allow us to eat dumb or disabled humans or to breed special food races of humans.