@blaz K.
I found the problem, the plugin added two widgets on the same page, one is added to the post content and the other one is added to the footer, I am pretty sure I didn’t add any shortcode to that section.[And my footer is a PAGE type, not the original WordPress footer]
I bet maybe this is the problem, the plugin just thought this footer content is also another POST type?
Please help me, thanks very much!