Listen to Don't Blame Me online. Don't Blame Me is an English language song and is sung by Nat King Cole. Don't Blame Me, from the album Greatest Classics Nat King Cole, was released in the year 2014. The duration of the song is 3:26. Download English songs online from JioSaavn.