The fire started around 5 a.m. on Monday. A total of 120,000 tons of almond hulls are on the property.
Authorities believe the fire could burn for two to three days.
Twenty firefighters battled the fire, but windy conditions kept them from making progress.
The cause of the fire is still under investigation.