How do we close a lead?

I have received some leads that were irrelevant nad marked them as junk leads to prevent further digging into them bu they still show up in list of open leads.

How do we terminate leads? Is it not a good idea to add a field on leads marking them completed, preventing them from appearing in views?

Rajesh Bhadra