It has to do with atmospheric pressure changes when it rains. I remember learning about it in school, but can't remember. If memory serves me correctly the pressure somehow affects the fluid in your joints.
Damp, musty weather affects it the most. But if your bones are more hollow thats why you get arthritis thats more noticable. I would say use a heating pad and if gets worse go to the doctors.