Depends. If your phone has AMOLED or Super AMOLED screen (like mine), then it definitely saves up battery, but if your display is LCD then it has no effect.
AFAIK my S4 uses "HD Super AMOLED" so having my lowest setting sub-zero makes sense then. Good to know.