It happened just after 3 a.m. on Grangeville Boulevard just west of Highway 41.
The CHP said 6,300 gallons of milk spilled into an almond orchard.
It's unclear what caused the driver to lose control of the truck.
The exits onto Grangeville Boulevard are closed as crews continue to clear the area.