Heat oil in a large pot over medium heat. Saute onion and celery until golden. Stir in lamb, and cook until evenly brown. Stir in tomato sauce and water. Reduce heat, and simmer for about 1 hour.
Stir in green beans. Season with parsley, mint, dill, cinnamon, sugar, salt and pepper. Continue cooking until beans are tender.