Missile to the Moon (1958)

Two escaped convicts are found hiding in a rocketship built by a renegade inventor who forces them to become the crew for a trip to the Moon Also on board as inadvertent stowaways are his assistant and his secretary and none of them are aware that the inventor is actually a Lunarian explorer sent to Earth by the dying Lunar civilization and the only remaining male member of that civilization