LEDs on a (battery) budget! – How can I lower the current through a LED without using up the battery?
Use a low current LED. For example, this one consumes 2mA.

Use Pulse Width Modulation (PWM) to drive the LED. During the off period, it's not consuming power. 50% brightness might be acceptable.