The incident happened around 6:00 a.m. at the corner of Broadway and Federal Street.
No injuries were reported.
City officials closed the sidewalk and were inspecting the building for any additional hazards.
While Penn Pizza Palace operates on the ground floor, the upper floors have been vacant for a number of years.
