Florence Muls of Brussels airport says the outage hit at 5 am (0400 GMT) today and specifically affected the luggage and air conditioning systems.
Early morning departures were immediately affected and hundreds of people were left waiting outside.
Muls says after the outage was fixed, people were slowly let back in the building. Dozens of flights were delayed.