How to capture GET argument on static page

Ok. Figured it out. I had to register new query variable in my functions.php.

add_filter('query_vars', 'register_qvs' );

function register_qvs( $qvars ) {
    $qvars[] = 'my_new_var_name';
    return $qvars;
}