The fire department was called to the 1000 block of Linden Avenue.
Officials say they were investigating the report of a gas leak at the Powell Elementary School.
Crews noticed a loud hissing sound when they entered the building and they quickly evacuated because of the odor.
Investigators are looking into whether the school was vandalized.
Police are detouring traffic around the school near 10th and Chester Streets.