Even after he was promoted to Brigadier General, Walker frequently flew combat missions over New Guinea. For this he received the Silver Star. On 5 January 1943, he was shot down and killed leading a daylight bombing raid over Rabaul. It was for this action he was awarded the Medal of Honor.