This meme is humorous because it plays on the fact that the artist portrayed had a very famous hit song and then appeared to have a significantly lower public profile afterward. The phrase 'somebody that we used to know' is both a reference to the lyrics of the song and a wry commentary on the artist's perceived disappearance from the public eye.