Combine eggplant, onions, celery, olive oil, tomatoes, and tomato sauce in Crock Pot. Cover and cook on low for 3 1/2 to 4 hours or until eggplant is tender.
Stir in olives, vinegar, sugar, and oregano. Season with salt and pepper. Cover and cook an additional 45 minutes to one hour or unril heated through.