Thank you!
I’ve found out the reason!
The plugin “Google Sitemap Generator for WordPress v2 Final” causes this problem,when I disabled this plugin, the blog turns to normal,when I enable this plugin, the “504 gateway error” will display.
So just DISABLE the “Google Sitemap Generator for WordPress v2 Final” plugin, or use another sitemap generator plugin.