It will ruin your coffee maker! :(
I just did this by accident (i.e., tried to make coffee and forgot to add the water) and my Faberware percolator had a burning smell about 3-5 minutes into it, so I immediately unplugged the machine, having realized that I forgot to add water, and let it cool down, but unfortunately the coffee maker no longer works so I just threw it away :(