The fire was reported just before 6:30 am at the Amigo Market on Orange and Orleans Avenue.
A large cloud of dark-colored smoke could be seen rising from the building.
Authorities have blocked off Orange Avenue in both directions while firefighters work to contain the blaze. Drivers are advised to avoid the area.
This is a developing breaking news story. Stay with us for updates.