Listen to Crazy He Calls Me online. Crazy He Calls Me is an English language song and is sung by Billie Holliday. Crazy He Calls Me, from the album 100 Jazz Essential Masterpieces (Frank Sinatra, Louis Armstrong, Nina Simone, Billie Holiday and Other Legends), was released in the year 2012. The duration of the song is 3:06. Download English songs online from JioSaavn.