I am not alone then. An hour ago, I switched on the tablet, checked the 60% remaining battery, put it back to sleep and plugged in the charger. And same thing - "Shutting Down". I also noticed that the battery indicator displayed the 'empty red' status.
Not sure what to do. I have 6 more days...