I imagine if food production was not subsidized, much of it would naturally move to other countries with cheaper labour forces.
The USA doesn't want to be dependent on other countries for basic goods like food; imagine if there was an "OPEC" of food in 1973 and they decided to cut off the food supply to protest US support of Israel.