Four were sent to hospitals.
Those who felt sick were reportedly in or near an elevator so firefighters evacuated a basement elevator area and also shut off the nine-story building's air handling system.
People in other parts of the building were told to stay where they were.
A hazardous materials team gave the all-clear about two hours after the incident began.
AP contributed to this report.