You can download data using getQuickstat(). There are number of options you can use to narrow down the scope of the data you are downloading including data_item, geographic_level, year, commodity, and so on. See its manual for the full list of parameters you can set. As an example, the code below download corn-related data by county in Illinois for year 2016 as an sf object.