It sounds like you are not properly arming your ESC when you change the batttery. Many of my planes need me to push to full throttle for a second, then back to no throttle for a second before the motor will do a thing. I see your ESC has a "Power Arming Protection" scheme, so you need to go look at your directions for the specifics.