The social icons in the footer are added via a shortcode in the footer.php file using a module in the Divi Library.

Navigate to Divi > Divi Library in the WordPress menu.

In the library there is a layout called Footer Social Media Networks. 

Open the module and make any changes you want and those changes will be reflected in the footer.