Neutral hydrogen in space is actually quite readily observed via radio telescopes as the famous spin-flip 21cm line. This signal has been very useful in mapping the distribution of neutral hydrogen within our own galaxy and those of our galactic neighbors.

In addition to this, there exist many arguments in favor of classifying normal matter and dark matter separately.