Hypersensitivity of nerves in the joint: In the case of a knee injury, the nerves in the knee joint can become overly sensitive to cold weather because of inflammation, scarring, or adhesions. Increased thickness of joint fluid: The fluid in the knee acts like a shock absorber, and in cold weather i...