Hopefully it will work, but the description sounds like the battery has failed. The N905 Touch is four years old and the battery will have aged. At the very least, it will have a noticeably reduced life. If you are lucky, it will still have some life and needs to be cycled a couple of times to recalibrate the battery meter.
Of course, I'd be using this as an excuse to upgrade