Norway was invaded by Germany on 9 April 1940. Coincidentally, Kayser returned to Norway from Finland on this date, crying as he found the capital city Oslo invaded. He became involved in the fighting that ensued elsewhere in Norway. On 25 April he fought in the Battle of Skjervet in Granvin. The Norwegian forces lost, and retreated to Gudvangen.