You are right. I was under the impression that brown rice had less vitamins than enriched white but that appears to not be the case. Brown rice/whole rice would definitely be the best choice.
I believe potatoes still end up winning in terms of healthiness/vitamins/cost but that will depend a bit on region.
Where I'm at, you can get 5lbs of russets for $3.