Concrete Pump Tax Fairness Act of 2014 - Amends the Internal Revenue Code to impose a vehicle mileage tax on owners of mobile mounted concrete boom pump vehicles. Defines "mobile mounted concrete boom pump vehicle" as a vehicle which is mobile machinery and on which the mounted machinery consists of a concrete boom pump and related subordinate parts. Directs that revenues from such tax be deposited into the Highway Trust Fund.