The subsidies probably overall increase the cost that the consumer is paying. The federal government pays farmers to not plant or reduce the overall supply thus leading to higher prices. There tend to be more tariffs in the US on food stuffs as well which prevents cheaper imports that would benefit the consumer.

One item in consumer's favor is that food items are usually exempt or treated at a lower sales tax rate.