Listen to That Song online. That Song is an English language song and is sung by Cass Elliot. That Song, from the album Dream A Little Dream Of Me: The Music Of Mama Cass Elliot, was released in the year 2005. The duration of the song is 2:11. Download English songs online from JioSaavn.