When Hitler became the full power in the Germany in 1933, he'd began the preparations for the war. The development of the new pistole, to replace aging Lugers was one of such preparations. Carl Walther company began development of the new military pistole in mid-1930's, and in 1938 the Werhmacht (German Army) adopted Walther MP model experimental pistole as "Pistole 38".
