""Entertainment Weekly"s David Browne panned the title of the song for attempting to be shocking.Annalee Newitz of Salon said that the track was one of the album's "bad judgment blips", writing that "'I Don't Like the Drugs (But the Drugs Like Me),' with its misplaced soul backing vocals and Billy Squire-esque sound, made it onto the album for entirely mysterious reasons."