Situations arise that result in Administrators having to delete an audit. 

Go to the Reports page. Then go to the All Audits page Reports > All Audits. 

Select the audit you want to delete.

Click the Details tab. Then select the Delete Audit button.

A pop-up will appear to verify the audit deletion. Click Delete Audit.