When primary consumers disappear from an ecosystem, the most likely outcome is that the producer population increases due to decreased herbivory, while the secondary consumer population decreases because they have less food available (the primary consumers).
Therefore, the correct response is: The producer population increases, while the secondary consumer population decreases.