Is it morally fine in every case? Or just in cases where the project was initially open source? If the latter, why, and why should anyone try to maintain an open source business if that's the case?

Anyway, "morals" aren't the standard by which these things are judged in practice, ethics via laws are, and I'm fairly certain most legal systems don't see the practice of IP theft as fine.