Listen to Happiness Is a Thing Called Joe online. Happiness Is a Thing Called Joe is an English language song and is sung by Oscar Peterson. Happiness Is a Thing Called Joe, from the album Oscar Peterson - The Classy Catalogue Recordings Series, was released in the year 2015. The duration of the song is 2:13. Download English songs online from JioSaavn.