There is a Report under the User Management Reports called Deleted Users that contains this information. To do this, navigate to:
  1. Analyze > Reports
  2. Under Category, select User Management > General User Management 
  3. Next to Deleted Users, click Run
  4. Select the Date(s) to be used
  5. Select Generate Report