What I've seen published says people are not supposed to be on the streets between 10 p.m. and 5 a.m. unless going to or from work or dealing with a medical emergency. I can imagine that coming from the airport could count as coming from work in many cases.
The airport itself is not in Baltimore, of course, and it is less clear what the story is for Ann Arundel County.