Wireless xbox 360 controller for PC never shuts off if disconnected

I have a solution for you. Is your PC Windows 10? If it is win10, install the Xbox program, with the program installed, click on the central button of the controller, all the menu settings and the controller settings will appear, in the controller settings you can choose to leave the LED off, or you can do this every time you finish playing.