A 2-alarm fire broke out at the airport's Midfield Concourse.
Thick smoke was seen billowing from a plant room near Gate 212, prompting police to evacuate about 30 people.
Firefighters brought the blaze mostly under control by 4 p.m.
Airport shuttle train services were temporarily disrupted, stranding some passengers.
No injuries were reported.
The cause of the fire is under investigation.