The old style dimmer doesn't work with LEDs. LEDs need a trailing edge dimmer whilst old switches were leading edge dimmers since those work best with incandescent bulbs. Basic difference is whether do you cut the front or rear of the voltage waveform.
Yes you can get dimmable LEDs, slightly...