LEDs generally get more efficient the lower the current you put through them, and the cooler you run them, unlike filament light bulbs, so you would almost certainly get some light. Power LEDs will glow visibly (though not enough to illuminate your way) with currents below a milliAmp. The two taillights on my bicycle split 350mA between them, and they are still plenty bright in their respective colors.
David