Taxes make a government accountable to citizens. While not paying taxes because of oil wealth might seem enticing in the short term, it'll lead to disaster in the long term if a government becomes accountable mainly to the resource industry and neglects to invest in a diversified, productive economy.
Norway has high tax rates despite having oil wealth-- this ensures citizens remain productive and don't get too complacent by depending on a fluctuating commodity.