"As with many airports, the airport wasn't in the nicest section of the city, but rather in a heavy industrial area."
Is that so surprising? I first observed years ago that racetracks, oil tanks, radio towers, and airports all have something in common: Nobody wants to live near any of them.
The result: In many cities, most, if not all, of the above things are located near each other.