Your Note 2's charging IC is broken. Mine did the same thing as yours before the IC circuit went flaky. I replaced the USB daughter board / charging port and it does the same thing.
Try using an external battery charger, thats how I'm stuck mitigating the same crap problem as you. Phone does...