By the beginning of World War II, Felmy commanded Air Fleet 2 (Luftflotte 2) of the Luftwaffe. On 12 January, he was dismissed due to the Mechelen Incident and replaced by Albert Kesselring. The reputation of his sons, also members of the Luftwaffe, were also tarnished.