Yes. You will pay tax on the income you generate in Greece. This means you are taxed on your rental income. You will pay 15% tax on annual earnings up to €12,000. That increases to 35% on yearly earnings between €12,001 and €35,000. You will be taxed at 45% if you earn over €35,001 a year.