"Any dimmer switch will work with LEDs "

All the low energy bulbs I've seen have a notice on the box saying not suitable for using with dimmer switches, and I keep on finding stuff on teh web saying stuff like "Low energy lamps cannot normally be used with dimmer switches" - so I've never tried using them, in case something drastic happens.

So what's the truth?