Discount Tire is definitely the way to go for all the reasons already mentioned above.
I just went to that website you mentioned and their prices seem great...that is, until you add shipping costs to them.
Here is a screenshot of what 5 - 33x13.50x15 Toyo Open Country M/T's would cost from...