If the brown rice is stored in a vacuum pack with less than 1% oxygen it may have a chance. The rice would have to be raw and unpolished.
Any exposure to oxygen causes rapid degradation of the oily hull as the oil quickly goes rancid.
Received wisdom has changed, I see. We used to think it lasted 200 years.