refusing to go the the training
is not the right way for fight back at the moment, because you will end up losing.
If you want to fight, be diligent on documentation. Use e-mail to communicate the person, so it can should your manager in the future that the person that is not a team player is him. Wioth manger, if it is only hearsay, he will not take action against the person.