You can add this server block to your configuration.

server {
    listen      80 default_server;
    server_name "";
    return      444;
}

You need to specify “defaultserver” parameter so that all non available server requests goes to this server block which throws 444 error. The “defaultserver” parameter cannot be present in any other server block.

444 : CONNECTION CLOSED WITHOUT RESPONSE