if the red light is glowing then the reader is recharging.
Once you are sure that it has charged up, then try a soft reset. If that doesn't work then try a hard reset.
Incidentally, have you tried turning the device off by using the setting menu? Go to Main menu, then Settings, then Advanced Settings then Device Shutdown.
This should really turn it off.