Original: Under the theory of quantum mechanics, black holes possess a temperature and emit Hawking radiation, but for black holes of stellar mass or larger this temperature is much lower than that of the cosmic background radiation.
Simplified: It is called "black" because it absorbs all the light that hits it, reflecting nothing, just like a perfect black body in thermodynamics.