Capital cases cost a ton more to prosecute and defend and there are a lot more rounds of appeals. When someone’s life is on the line, we jump through extra hoops as a society.
Yea you really don't want it to be cheaper, because that gives an incentive for the government to execute people just to save some money. And in this society we know how that turns out.