// If the taxonomy is the default category then:
$args = array(
'post_type' => 'post',
'category_name' => $category_name,
'no_found_rows' => true,
'update_post_term_cache' => false,
'update_post_meta_cache' => false,
);
$posts = new WP_Query( $args );