Cal. Rev. & Tax. Code § 11922

Any deed, instrument or writing to which the United States or any agency or instrumentality thereof, any state or territory, or political subdivision thereof, is a party shall be exempt from any tax imposed pursuant to this part when the exempt agency is acquiring title.