Listen to Don't Judge a Book online. Don't Judge a Book is an English language song and is sung by David P. Shortland. Don't Judge a Book, from the album Aesop Go Hip Hop, was released in the year 2012. The duration of the song is 3:11. Download English songs online from JioSaavn.