I think rechargeable devices lower the power draw because they need less power to run in general vs normal devices. Just being rechargeable won't reduce power draw, likely the opposite because of conversion of energy & its losses.
I have a rechargeable LED light, whose luminance is lower when it is running on battery vs AC power.