The track was owned by the Philadelphia Park Corporation and offered thoroughbred horse racing to the public. Parx Casino’s early years were marked by its humble beginnings as Keystone Racetrack, which opened in 1974. The story of how Parx Casino came to be known as such is an interesting one, with a rich history that spans back several decades.