63-year-old Rudy Perez was last seen leaving his home in Selma Saturday evening around 6.
Officers say he was driving a 2006 burgundy Pontiac.
His family says he has been suffering from memory loss.
He was wearing a gray sweatshirt, black shorts, and beige slippers.
Anyone with information is asked to contact the Selma Police Department.