Do you have to pay property tax if you rent a house?

Not directly. The owner of the property is responsible for paying the property taxes. However, you should understand that how much rent you pay is determined, in part, by how much property tax the owner pays. In other words, the owner needs to charge enough rent to cover his costs (taxes, maintenance, insurance, mortgage payments, etc.). Otherwise, he is losing money on the property.