Listen to Happiness Is a Thing Called Joe online. Happiness Is a Thing Called Joe is an English language song and is sung by Cleo Laine. Happiness Is a Thing Called Joe, from the album Great Classics, was released in the year 2015. The duration of the song is 3:35. Download English songs online from JioSaavn.