I doubt it. I'm sure running out of gas and driving the car on the battery alone would void the warranty. I don't know this for sure but I'll bet it would.

Don't forget that even though the gas gauge reads 'E' and the car display says you have zero miles left on your current tank of gas that you probably have a 2+ gallons left in the tank.