It is possible to catch up to them, but it's beyond our current political and economic abilities.
The Voyager probes took advantage of a rare planetary alignment to get up to speed. In order to catch up with them, we'd have to send a powered craft which would have to actively thrust for a long time.
Someone better than me will have to do the math, but I doubt that we currently have the ability to build or fuel such a craft.