I've noticed a difference with weather pressure at times. It might be the change in pressure in your sinuses triggering symptoms. . . .not sure though.

With the symptoms starting from Oct - Mar it might not be the 'winter' per say but the fact that with reduced sunlight your body isn't making as much vitamin D. Not to be a vitamin pusher but taking 4-5 IU of Vitamin D has really helped me recently.