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Hi Liang Lilong,
I am Dave, I will help you with this.
Sorry there is no setting or method or working Registry hack to remove that toolbar form the new File Explorer app, it is currently not customizable.
If you would like the developers to add that as a setting, the best option is to open the Feedback Hub (Windows Key + F) and suggest there that they provide this as a setting to the new File Explorer app.