if I order something online, then do the pickup at local store option, I don't end up paying tax do I? That's one of the best things about shopping online, especially when you find something for free shipping.
If you ordered from that store online, and had it delivered, you still would have had to pay tax.
If they have a store location in your state, whether you use the physical store or not, your paying sales tax.