Place oil in a pot over medium heat. Add onion, red and green peppers, jalapeño, garlic and a pinch of salt. Cook, covered, about 10 minutes, stirring occasionally.
Add chili powder, cumin, oregano and tomato paste. Mix well.
Add tomatoes and 6 oz water. Simmer about 20 minutes, until thick.