Combine all of the ingredients minus the vanilla in a small saucepan. Bring to a boil then reduce to simmer. Simmer for 5 minutes before removing it off the heat, mix in the vanilla extract, and let the syrup cool down.
Store in an airtight container in the fridge for 1-2 weeks.