In a glass jar with a tight fitting lid, combine sugar, cider vinegar, oil, salt and pepper. Shake until well mixed.
In a large bowl, add lettuce, chicken, oranges, celery and onion. Mix in chow mein noodles and peanuts. Pour on salad dressing and mix until well coated. Serve immediately.