Fire department spokesman Stephan Fleischer says no one was hurt in the blaze that was tackled by 135 firefighters and 35 emergency vehicles Thursday morning.
The empty barracks sat in a northern section of Berlin's main airport used by the military and by visiting dignitaries.
The 1,000-square-meter (10,700-square-foot) building was most recently used as a quarantine office.
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