Enabling anonymous access to a sharepoint site requires to separate activities.
1. Enable in Central Administration: Application management --> authentication providers --> Default --> Enable anonymous access
Note: DO NOT CHANGE ANYTHING IN IIS
Navigate to the site where you want to enable anonymous access: Site actions --> Site settings --> Advanced permissions --> Settings --> Here you should see an option for Anonymous access.