A bevy of celebrities as well as late-night TV giants like Jimmy Fallon and Anderson Cooper assembled on Colbert's late-night show. Armed with sharp wit and wisecracks, they took on Trump.

Johnson — in his first monologue since being added to the show’s rotation of guest hosts — turned to coverage of the ...