Place tea bags, water, vanilla extract, star anise, cardamom, cinnamon stick, vanilla bean, and turmeric into a medium-sized pot and bring to a simmer over medium heat. Reduce the heat to low and continue to simmer for 3–5 minutes. Strain tea mixture and place in refrigerator to cool.