The incident took place in the New Castle county court building, which was evacuated.
The police spokesman said multiple shots were fired and that police were searching the building floor by floor.
"The scene is still very dynamic inside," he said.
The area around the courthouse was surrounded by police, ambulances and fire trucks, televised images of the scene showed.
The Wilmington police were not able to confirm the number of victims.