Skin reactions to the harsh chemicals in hair dye are extremely common, and they can be extremely painful. A number of hair dyes contain harsh chemicals that can irritate the scalp, particularly if the scalp is already sensitive to chemicals. It is possible that the dye will actually burn the surface of your scalp if it is left on for a long period of time. This will result in an itchy rash.