Hello Amirul Shafiq,
Thank you for reaching out to this Q&A Forum.
The best option is to remove the app (Graph Explorer) from azure portal under the Enterprise applications, because you can always re-consent the permissions and it will less than a second.
Hope that helps.
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Thanks