Police commandos stormed the Kinopolis cinema in Viernheim, near Frankfurt, after reports that a masked man with a gun and ammunition belt had opened fire.
Local media said 20 to 50 people may have been injured, but later reports suggested police gas may have caused the injuries.
German news sites quoted Interior Minister Peter Beuth as saying the man had been shot dead.