Listen to I Don't Want It That Way online. I Don't Want It That Way is an English language song and is sung by Nat King Cole. I Don't Want It That Way, from the album Sight And Sound, was released in the year 2016. The duration of the song is 1:55. Download English songs online from JioSaavn.