That's not the simplest explanation as our current theories limit the amount of normal matter that can exist and galaxies behave gravitationally as though there must be a lot more than normal matter. Normal matter that is invisible to us is not a viable solution to the evidence.

There some discussion of regular (baryonic) matter vs dark matter here: https://www.livescience.com/how-much-dark-matter-universe