Listen to Don't Blame Me online. Don't Blame Me is an English language song and is sung by Oscar Peterson. Don't Blame Me, from the album Oscar Peterson Plays The Jimmy McHugh Song Book, was released in the year 2017. The duration of the song is 2:53. Download English songs online from JioSaavn.