The marketing people at Greenbrier resort tested sending a follow-up email (with a stronger call to action and a discount) to all recipients of a previous campaign that did clicked through but didn't convert. The results were pretty good, so you might want to give this a try as well...

You can read the case study on the MarketingSherpa website (open access until Jan 23rd).