Hi @IBN
Here is a link about this issue: User information isn't updated in Microsoft Teams
It is by design that the Teams server and client would cache the information for some time.
Have you also checked the phone number in Microsoft 365 admin center?
If it is not blank, please modify it and wait for some time for Teams to update the information.
Then see if it can help with this issue.
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