Normally, auditd will hold 4 logs of maximum log file size before deleting older log files. *Rationale* In high security contexts, the benefits of maintaining a long audit history exceed the cost of storing the audit history.
Solution
Add the following line to the /etc/audit/auditd.conf file.max_log_file_action = keep_logs