That is by design! The power and charge LEDs and corresponding resistors drain the battery, so they’ve been isolated to the 5V power domain so they will only light up and draw power when the board is either being powered by the USB connector, or by a 5V power source connected to the 5V header pin.
The RED power LED doesn’t light up when running off battery
Updated on July 31, 2023