Listen to I Can't Believe That You're in Love With Me online. I Can't Believe That You're in Love With Me is an English language song and is sung by Frank Sinatra. I Can't Believe That You're in Love With Me, from the album The Collection, was released in the year 2012. The duration of the song is 2:23. Download English songs online from JioSaavn.