Hi Ann,
Please ignore my post. The open issues that were being displayed were from a project with a similar name that still existed. So deleting a project, did delete the issues. When I was searching the web for information regarding issues, this is the post that I came across Database Cleaner : All closed issues more than 30 days old are deleted .
Apologies for my error.