Not necessarily. If there is 110% as much food as people need food can be cheap, the surplus has little to no value. The price is making not determined by infrastructural constraints and personal preferences. But if there is 1% less food than people need the price will suddenly go through the roof.

We see this with oil prices. The price across the demand/supply balance point is nothing like linear.