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 The Jazz-Blues-Swing-Box, was released in the year 2011. The duration of the song is 3:25. Download English songs online from JioSaavn.