Why do LEDs use such little power?

LEDs do not use a filament where a conductor is heated and light is created. Filament based lighting consumes more power than the light produced, most of that power is converted into heat. LEDs produce very little amounts of heat and do not use filaments making them far more efficient in consumption and output.