newsticker-keep-obsolete-items

newsticker-keep-obsolete-items is a variable defined in `newst-backend.el'.
Its value is

t

Documentation:
Decides whether to keep unread items which have been removed from feed.
If t a new item, which has been removed from the feed, is kept in
the cache until it is marked as read.

You can customize this variable.