If they’re complicated enough to feel depressed for being artificial, they will figure out they’re not natural in any environment, as long as they have knowledge of human.

Assume they’re complex enough. A natural creature does not born capable of language, or with clear memories since their first moment.

They might not have the psychological need for being natural.