I just read on another website that the itching assosiated with running, especially in people who are not fit or just starting exercising, is caused by the capillaries in your skin that supply blood to your skin. The capillaries contract (or dilate, I forget) and the nerves near them sense it and send a signal to your brain that is interpreted as an itch.