Yes, our physics are incomplete. Them physics people know that and "invented" dark matter as a placeholder for that lack of knowledge.

I think that's quite smart actually.

Now they have a common term for that thing they can't explain and they can start measuring how much of this unknown force would be needed to make our physics right. Those numbers are quite significant afaik, so it just tells us how much we don't know yet.