The fire broke out around 4:45 a.m. on the 1100 block of Pearl Street.
The vacant building was the former U.S. Pipe Company plant.
The building is located near a large Amazon fulfillment center.
Fire crews report the building is full of stored paper making it difficult to get the flames under control.
No injuries have been reported.