Hi yuanshuo
Page error background image is called from an error.css file in this folder /templates/yourtemplate/css/
Normally it is named error-bg.jpg and is located in /templates/yourtemplate/images/ folder
so you can override it with your image or set the background to none in your custom.css file
.page-error {
background:none!important;
}
Regards