function set_default_role( $user_id, $role ) {

    $user = get_userdata( $user_id );

    if ( empty( $user->roles ) ) {

        $user->add_role( 'inactive' );

    }

}

add_action( 'remove_user_role', 'set_default_role', 10, 2 );