According to Rag's Guardian article, food prices will actually fall after brexit if we buy food tariff free on the world market, which I am sure we would do.

We are currently forced by the EU to impose tariffs on food imported from outside EU. That is very cruel to struggling developing nations desperate to sell their agricultural produce.