If you simply reduce the voltage to a resistor-LED series combination, you will dim the LED. The slight hiccup is that the LEDs will not begin to light up until there's about 1.5 volts across each LED. ... Not all LEDs have the same forward voltage drop. The 2.0~2.2 volts common for red LEDs is not shared by all LEDs.
