It is mandatory to enable the Anonymous Authentication on the zone used by SharePoint to give access to the web application.
SharePoint Zone Configuration
Enabling Anonymous Authentication is not going to give anonymous users access on a site collection till the following configuration is not changed from the permissions settings of the site collection.
SharePoint Site Collection Permissions
Article ID: 2852733 - Last Review: Jun 10, 2015 - Revision: 1