How about you start the radio at full low throttle so it starts transmitting (the receiver/ESC power is off), then take the throttle stick to the max position, turn on the receiver/ESC power so the ESC can register max throttle, bring down the throttle to minimum so that the ESC can learn the minimum also ?
Be sure to secure the aircraft and stay away from the props/blades when you try this the first time !