Slim & Slam's ' "That's What You Call Romance" was released on its scheduled release date, January 9, 1937. The duration of This song is about two minutes long, specifically at 2:51. This song does not appear to have any foul language. That's What You Call Romance's duration is considered a little bit shorter than the average duration of a typical track.