It is not a rechargeable battery, but a CR2032 button battery.
This is only there so that the device can still wake you up (with a continuous beep) in the event of a power failure. The rest (display, radio, etc.) remains dead.
Pure officially describes the battery life as "Only for short term operation in case of loss of power" - so unfortunately no clear information.