LEDs are like LASERs - very intense focused light.
That is why they produce less heat.
The energy is converted by the light emitting diodes to photons more efficiently than it is when a filament of metal is burned in a vacuum.
Plus the frequency of light can be precisely tuned.
I love it when my leaves are black because no light is being reflected.
It is all being absorbed!
Science!