A similar question has been asked here before, but the solution is specific to NVIDIA.
I believe that on Windows, this is possible to do through a GUI settings application. I have tried radeontool light off but that controls something else.
I am running Ubuntu 16.04.1 and the graphics card is a Gigabyte Windforce AMD R9 380x.
Picture of LED in question:
