Chop onion, carrots, celery, and mince garlic. In a large soup pot, add the oil and cook the chopped vegetables until tender. Stir in the broth, rice, basil and pepper. Bring to a boil, reduce heat, and cover. Simmer until rice is cooked.
In a small bowl, combine flour and milk. Whisk until smooth. Stir into the soup, and return to a boil. Cook until soup begins to thicken and is hot.