Thermapen backlight not turning on?

If you cover just the sensor, there is the possibility that enough light filtered through the display window and the backlight was not triggered. To test the backlight, I would recommend either turning your Thermapen on in a dark room or using the palm of your hand to cover the sensor and at least 1/2 the display window so less light will come through the display.