The sentence implies a cause-and-effect relationship. If a restaurant is the best in town, it is likely to be popular and have many customers. Therefore, 'crowded' is the most logical choice to fill the blank. The other options, 'ugly' and 'deserted', do not logically follow from the reason provided.