It looks as if these men were conspiring to commit an act of terrorism but that they did not have the support of any terrorist organization. In any event, the plot seems to have been ill-conceived. Here's a video discussing the possible outcome of their plan.

http://edition.cnn.com/video/player/player.html?url=/video/us/2007/06/02/meserve.jfk.happen.cnn