A firm is a natural monopoly because it has economies of scale (declining average and marginal costs) over its entire output range.
If price were regulated to be Pc the firm would lose money and go out of business.
Setting the price at Pr yields the largest possible output consistent with the firm’s remaining in business; excess profit is zero.