This is likely the brake pads. Does the noise sound electronic like? Like our old tv's made when the volume was off? If so, blame the pads.
I foud DP brake pads to be awesome powerful, but made this electronic sounding noise. Galfer pads run very quiet. EBC's, for me, tended to be noisy liek your talking about.
I learned to ignore it. I thought about using some of the special grease from my Lexus brake pad job. They said to put it on the back of the pad. I THINK it was supposed to prevent this type of noise, but I never tried.