Utilities have to recover their capital costs. They paid $X for a shiny new power plant. And just because you aren't using it doesn't mean that the utilities commission isn't going to let them earn their regulated ROI on it. They take their costs and spread them across fewer and fewer kWhs sold. Prices go up.