Hi Sujin - Welcome to the Atlassian Community!
That sounds like a bug to me, but I don't use the Server version.
You can report it here:
https://support.atlassian.com/contact/#/
Or if it is working as intended, then maybe create an automation rule that copies over the Watchers when an issue is moved.
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