In benzene you have only one aromatic ring with definite states (check out the Hückel theory on the subject). Therefore it only absorbs in the ultraviolet.

In the graphene layers of graphite you have a fully periodic system with the so-called Dirac cones which allow for absorption of basically anything - and absorbing anything means it's getting black.