Listen to What Is This Thing Called Love online. What Is This Thing Called Love is an English language song and is sung by Billie Holiday. What Is This Thing Called Love, from the album Greatest Classics: Ella Fitzgerald, Billie Holiday, Sara Vaughan, was released in the year 2014. The duration of the song is 3:11. Download English songs online from JioSaavn.