It should! The public (through taxes) shouldn't be forced to subsidize the cost of a parking lot. If the parking lot was valuable to the market, the opportunity cost of the land not being used for some other purpose would be priced in (either through consumers paying more for parking, or businesses subsidizing the cost for consumers as it's profitable for them to do so). Parking lots paying lower property taxes subsidizes economic inefficiency.