The simple answer is yes uber eats does allow you to pay cash but there is more to it although cash delivery is officially available in uber eats it might not be available in all areas and the United States is one of them at least for now. 

However, the company is rapidly expanding its cash payment service to new markets around the world. You might get this option in your area shortly.