The dimmer switch might be faulty or overloaded.
Solutions: Check the bulb wattage doesn't exceed the dimmer's maximum rating. If overloaded, reduce bulb wattage or install a higher-rated dimmer. There is such as thing as underloaded, especially if you've recently changed over to LED lamps. If neither of these are the case, consider replacing the dimmer switch.