 Casey was born in Lawrence, Massachusetts, in 1870.He studied dentistry at Baltimore Medical College, but left to play baseball in 1892 for the Pawtucket, Rhode Island baseball team in the New England League.Casey reportedly earned the nickname "Doc" because he sometimes used his knowledge of dentistry to assist fellow baseball players with their teeth.