My understanding is that no one even wanted the islands until they found oil nearby.

Bingo!

there’s no reason to argue for Argentinian ownership of the Falklands. Hell, Argentina taking ownership of the Falklands is more colonialist than UK maintaining ownership

The United Nations says otherwise.

The Wiki page is really interesting reading on the ownership of that island, really jumps around over the centuries.