I use the mens body spray called "Axe" and tend to spray a little down below (if you know what I mean), anyway I've recently noticed and felt some itching on my penis and have noticed some skin irratation and chaffing.

Could this be the result of the aerosol body spray?

Yes, stop spraying down there..