That's not what I would call simple. America has a long history of subsidizing farmers, which in turn keeps food prices down.
Food stamps are a far far better way of subsidizing food for the poor than through a rube goldberg system of supposedly helping the poor by giving millions to huge agribusinesses. So much so that I consider those types of arguments a bit of a red herring. Along with the "food security" argument -- there's no impeding worldwide embargo of the united states and if there were calories would be the least of our problems.
I would assume that instead of keeping food prices down, farming subsidies will drive farming land prices up.