Olbers' original solution to his paradox was to say that there was too much dust in the way---that's why the sky was dark.  We know that this is not true because
-  the dust would eventually heat up and shine on its own.
 -  we would see the dust in the infrared.
 -  the dust clouds would sometimes cut galaxies down the middle.
 -  all of the above.