Not having TIG I've used Brownells low temp silver solder.
That is going to mark it also.Anything you do will have some negative effect.This rifle is not in the Collectors or Antique group.
I believe tightening it up enough to keep it in place to get it sighted in and then a small bead of black epoxy is the solution I will use.