Dylan critic Mike Marqusee writes that "Ballad of a Thin Man" can be read as "one of the purest songs of protest ever sung", with its scathing take on "the media, its interest in and inability to comprehend [Dylan] and his music."
Critic Andy Gill refers to "a fascinating, albeit slightly tenuous, interpretation of the song as 'outing' a homosexual".