All RGB LEDs have a quiescent current of between 500uA and 1mA, so even setting them to display nothing still cost battery power.
To counter this, all Unexpected Maker boards have the ability to allow you to turn off the power to the RGB LED when you are not using it. This happens in various ways depending on the board, but we provide code examples to do this for all boards in their respective helper libraries.