That's where the sound comes from always. Try hooking up an ESC without a motor, you'll see the light(s) doing their normal thing but no sounds. No ESC's have speakers, most people never realize this but the sound is made by vibrating the motor. Next time your ESC is "beeping" put your finger on the motor and you'll feel it.
Crazy right?