You might be allergic to mold. Wet autumns are the worst for mold allergies, because of the rotting leaves. I'm not sure what to do about this--I have the same problem and have never found anything that helped--but you might feel better after a few really heavy frosts, when it's cold enough to kill the mold.

Abby