Thank you @tom,
I have read the wp_nav_menu() function in wp_nav_template.php in the wp-includes folder, and I found that it added “current-menu-item” and “current_page_item” css class into the menu items style in the front page, but nothing in the blog pages.
I think we should change the some code here but it seems quite complex.
