"The Late Show" host Stephen Colbert criticized CBS on Monday night, saying the network blocked his interview with U.S. Senate hopeful James Talarico from airing.

Once again, CBS and Stephen Colbert are at odds.

Colbert kicked off a wave of outrage when he told his audience Monday that his employer told him “in no uncertain terms,” that he could not air the interview — an accusation the network has denied say...