Many folks swear that their joint pain gets worse with cold, damp weather. While scientists are still figuring out all the details, changes in barometric pressure might cause your tendons, muscles, and any scar tissue to expand or contract, leading to pain. So, if your knees start predicting rain, they might be onto something.