The dark matter theory seems like a theory in search of evidence. It could be that there is just much more dust than current theories estimate.
They’re finding more evidence all the time, slowly, but they still don’t know what it is. Hence, it’s still “dark”. I’ve heard most of the hypotheses, I think, including the one that it’s not really there; just a misunderstanding of how gravity operates over large distances.