Deduct from the cost the price they'd have had to pay for valuable land by going over-ground, maybe?
I mean there's a reason the London Underground is underground.
And with the current electoral situation, if merely being a Tory constituency got you a tunnel, HS2 would be in a tunnel from the M25 all the way to the outskirts of Birmingham.