Listen to I Want to Learn How to Dance online. I Want to Learn How to Dance is an English language song and is sung by Rusty Hurren and Lou Preager & His Orchestra. I Want to Learn How to Dance, from the album Great British Dance Bands of the 1940s, was released in the year 2015. The duration of the song is 3:21. Download English songs online from JioSaavn.