The gunman, who opened fire in a pharmacy in the complex, was captured by the police, the governor's office said in a statement.
The three victims were pharmacy employees, it said.
It gave no details on the reason for the shooting, but the privately-owned Dogan news agency said it was a personal dispute.
Police teams were sent to the scene and security inside the hospital has been tightened, Dogan said.