LED lights, in my home. Thinking about converting everything

I always thought light bulbs use very little energy compared to other things in the house....Don't you save a lot more money by watching your usage of heat-producing appliances like electric furnaces, water heaters...and unplugging anything with a display screen when you're not using it....cable boxes etc?