I was having the same problem and I simply changed this section in my httpd.conf file:
#
# DirectoryIndex: sets the file that Apache will serve if a directory
# is requested.
#
<IfModule dir_module>
DirectoryIndex index.html index.php
</IfModule>
I added the index.php to the end and everything works.