I turn my printer off, when not in use, but I don't think you have to unplug the power supply.
My power supply is plugged in behind my desk, so I'd rather not have to remove it every time i turn the printer off - but the blue light is annoying when the brick is plugged in. This (hopefully) fixes that.
The author remixed this model.