The constraints from big bang nucleosynthesis (see e.g. http://ned.ipac.caltech.edu/level5/Sept09/Einasto/Einasto4.h...) say normal (baryonic) matter only makes up a small fraction of the mass in the universe. Therefore the remaining matter has to be non-baryonic (not normal gas or dust).