You can enqueue styles for the login page with login_enqueue_scripts.
Example:
function themeslug_enqueue_style() {
wp_enqueue_style( 'loginStyles', 'login-style.css', false );
}
add_action( 'login_enqueue_scripts', 'themeslug_enqueue_style', 10 );