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.