Listen to Deep River online. Deep River is an English language song and is sung by The Golden Gate Quartet. Deep River, from the album When The Saints Go Marching In - The Golden Gate Quartet (Remastered), was released in the year 2011. The duration of the song is 4:32. Download English songs online from JioSaavn.