You're probably hearing whining from your servos. Perfectly normal to hear a soft, high pitched tone. FYI, NEVER turn off the transmitter while the battery is connected. I fly with a couple of guys who have the scars to prove that this is a very bad idea. The motor can go to full with no transmitter input.