How do you get the overdrive light to stop flashing even when it is off?

You didn't state the make, model, or year of the car. On most newer model cars the transmission is computer controlled. A flashing OD light means there is a problem. Take the car to the dealer or to a good independent transmission shop. Avoid chain transmission shops.