Once an audit has been started, it can be abandoned by any user with the correct permissions.  

If abandoned, the audit will not be re-scheduled and any evidence logged and checks completed prior to the audit being abandoned will be removed.

To abandon an audit, from the Audit summary screen, click Abandon Audit.

You will be asked to enter a code and give a reason for abandoning the audit. 

Click Abandon to confirm.