Yankovic requested his record label Scotti Brothers to release the song as the second single from "Off the Deep End". As the label would only release the single if its music video was a parody, Yankovic modeled the video for "You Don't Love Me Anymore" after the video for the song "More Than Words" by American rock band Extreme. Directed by Jay Levey, the video features a cameo appearance by American-Canadian singer Robert Goulet. To Yankovic's surprise, "You Don't Love Me Anymore" garnered moderate amounts of radio airplay and peaked at number 26 on the Canadian singles chart.