Because if they don't blame energy prices, they will have to face that it is in part down to Brexit. (and some other complicated hard to explain reasons that won't make for a good soundbite, so people will only focus on Brexit)

Brexit is basically a religion for the current Conservative party, and it absolutely can not be questioned, or criticised.