In a large saucepan, heat olive oil over medium heat. Stir in cayenne pepper, onion, celery, green bell pepper, garlic, and crushed tomatoes.
Cook for 10 minutes, stirring occasionally. Mix in tomato paste, water, white sugar, brown sugar, oregano, basil, black pepper, cayenne pepper, and white sugar.