They get taxed less, because instead of taxing their produce and income, their land is taxed, and agro land is very cheap. On a quick google, I can find a 140 acre alfalfa farm in Idaho for $1.4MM ($100k/acre), and a 0.07 acre empty residential dirt lot in NY for $4MM ($54MM/acre).