Will I have to pay tax on the purchase of my property in Greece?

Yes you will have to pay a one off Purchase Tax to the Greek tax authorities.

This amount is based on the "tax assessed value" of the property, which is not the same as you are actually paying, usually much lower. The tax payable is betwen 9 and 11 percent of this assessed value.