Heat oil in a Dutch oven over medium-high heat. Add rice and cook until golden, about 3 minutes, stirring constantly. Add onions, bell pepper, celery, tomatoes, cumin, garlic powder, salt and chicken broth.
Bring to a boil, reduce heat, cover tightly, and simmer 30 minutes, or until all liquid is absorbed. Mix well before serving.