The dimmer control relies on a small current through whatever lamp you connect to run the control itself. A LED or low-wattage incandescent lamp may not supply enough current to run the dimmer. There’s also the issue that LEDs have a non-linear brightness-to-voltage curve, and will likely go from half-bright to off with minimal dimming adjustment.
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