LEDs can run fine off 12V. The voltage ratings are the forward voltage required for the diode to conduct. The only issue is selecting the right current limiting resistor(this must be wired in series with the LED) for the input voltage. I'll dig up the formula for calculating it for you(I can't remember every formula in my head. We can't all be that good damnit).