Because regulatory capture is a thing, and in absence of competition your goals are often to increase your costs which in turn means that you can charge more while still appearing to maintain a small profit margin.

It doesn't need to be higher prices, but regulation tends to bring in enough distortion that isn't transparent so we cannot know what a proper price really is.