We apply a neural network for the active noise control. Then, we use the simultaneous perturbation method as a learning rule of the neural network. This active noise control system does not require an estimation of the secondary-path. We observed that this system could reduce a 200Hz sinusoidal wave noise and a band-limited white noise.