In 1883, Burns began his professional baseball career. He played as a pitcher for a minor league team in Harrisburg, Pennsylvania. In his first season, Burns had an earned run average (ERA) of 2.30, and pitched in 20 games. When he was not pitching, Burns played second and third base.