Call handling when no agents are logged in

This happened today. There were no live agents signed into the call queue. The queue is set to allow a maximum hold time of 5 minutes before being redirected to a secondary queue. The caller sat in the queue for 5 minutes before being redirected, even though there were no agents logged in. How can I set this to redirect immediately if no agents are logged in?