Listen to Don't Blame Me online. Don't Blame Me is an English language song and is sung by Frank Sinatra. Don't Blame Me, from the album Fireside Radio Melodies, was released in the year 2010. The duration of the song is 1:59. Download English songs online from JioSaavn.