When you create the Announcement there is a provision to set the Start Date and End Date of that announcement.
To stop the Announcement, there are two method-
1. Method - Edit the End Date of announcement in back date.
2. Method - Delete the Announcement which you do not want to display.
YOU SHOULD READ THESE ARTICLES TOO -