Listen to Big Boy Blue online. Big Boy Blue is an English language song and is sung by The Mills Brothers and Ella Fitzgerald. Big Boy Blue, from the album Classic Jazz, was released in the year 2008. The duration of the song is 2:44. Download English songs online from JioSaavn.