We present here a non-invasive method to measure variations of internal stress in magnetic steel elements. The method consists in the measurement of the magnetic permeability on the specimen and relays on the dependence of its imaginary component with applied load. Our method does not measure absolute values and hence, results very suitable for measurements in situ, where small changes of positions or vibrations can change those absolute values.