Heat oil in large nonstick saucepan or Dutch oven over medium heat until hot. Add celery, onion, bell pepper and chiles; cook and stir 6 to 8 minutes or until tender.
Add all remaining ingredients; mix well. Bring to a boil. Reduce heat; cover and simmer 20 minutes or until rice is tender.