Cut the trace on the PCB. Between the power LED and the diode to the right of it (with the USB connector pointing to the left, and board right way up), there is a white rectangle on the silk-screen indicating where to use a knife or scorer and cut the trace. And if you later want the LED again, you should be able to bridge the break or use some thin wire to bypass the cut.