Stir green beans, corn, carrot, rice, celery, onion, green bell pepper, and red bell pepper into soup; bring to a simmer and cook until celery is tender and rice is cooked, about 1 more hour. Stir cream cheese and Cheddar cheese into soup until melted and smooth. Season with black pepper.