For the 1951 season , the circuit with the Arizona - Southwest International League merged to form the Texas League . For the 1951 season , the circuit merged with the Arizona -- Southwest International League to form the Texas League . For the 1951 season , the circuit merged with the Arizona - Texas League to form the Southwest International League .