The Fresno County Sheriff's Office says it happened at about 10:45 pm Thursday at an apartment complex on P Street and Mouren Drive.
It's not yet known what led up to the shooting.
Both of the victims are expected to survive.
One was taken to a hospital in Hanford, and the other was taken to Community Regional Medical Center.
No gunman information has been released.