The sheriff's department's Lost Hills station posted about the incident on Twitter. Authorities said the boulder tumbled down onto Rambla Pacifico Street and hit the woman.
The hiker was described as being in critical condition. No further details were immediately disclosed.
Sheriff's officials warned residents to avoid canyon areas prone to debris flow during the rain.