Listen to What's That Thing Called Love online. What's That Thing Called Love is an English language song and is sung by The Dwellers. What's That Thing Called Love, from the album Rockin' Rhythm & Blues: Hokus Pokus, was released in the year 2012. The duration of the song is 2:06. Download English songs online from JioSaavn.