Please Create a PO with the Net amount and select the appropriate Tax code in Item Details (Invoice Tab).
It basically depends on your accounting Practice on as to how you would capture the cost of Material and Taxes.
If it includes the Tax , you can use 0% Tax in Tax Code. (if you have defined 0% as Tax )
I would say that you should mention the Net Price and take Tax from Tax code.
Hope this helps,