Spray a large saucepan with cooking spray, add the oil and heat over medium-low heat until hot. Add the onion, cover & cook until tender, about 5 minutes. Add the water, beets, vinegar, sugar, dill, salt & pepper and mix well. Heat to boiling, cover, reduce heat, and simmer until the beets are tender, about 1 hour.