It's the pads vibrating. Simply remove the pads, put a thin layer of Brake Quiet on the back. Let it dry for about ten minutes at room temp. Reinstall pads. No more noise.
You might get a bit of smoke/burning smells as the Brake Quiet gets hot for the first few times, this is normal and nothing to get alarmed about.