It happened around 11 p.m. at the police headquarters on Mendocino and Manning. Authorities say bullets did hit the building and some surrounding areas, but it's not clear how many shots were fired.
Authorities have confirmed people were inside the headquarters at the time, but no one was injured.
The Fresno County Sheriff's Office has taken over the investigation.
Stay with Action News and abc30.com for updates on this developing story.