Hi @heyao
Could you please tell me the ACF and WordPress version you are using? Also, could you please try to reproduce the issue on one of the WordPress’ stock themes (like Twenty Fifteen) with other plugins deactivated? If the issue disappears, then you can activate the theme and plugins one by one to see which one causes the issue.
Hope this helps.