Letters in Chinese words are pronounced with their English letter names: 'L-E-D' (èl-yī-dì in Chinese-letter style, but most speakers just say the English letters). Common related terms:
灯泡 (dēngpào, lightbulb),
节能灯 (jiénéngdēng, CFL energy-saving bulb — older tech that LEDs replaced).