You can do this by adding the following line to the .htaccess file.
DirectoryIndex index.html index.htm index.php
The code indicate .html have a higher pioity than .htm and then .php. You can reorder it for your own convenience.
If you don't see a .htaccess file in your directory, you can go ahead an create one.