Listen to Hairy Joe Jump online. Hairy Joe Jump is an English language song and is sung by Harlan Leonard & His Rockets. Hairy Joe Jump, from the album Swing’s the Thing, was released in the year 2012. The duration of the song is 3:14. Download English songs online from JioSaavn.