A similar issue was posted on github at https://github.com/MicrosoftDocs/azure-docs/issues/70596
The answer seemed to be a permissions issue which solved the 403 Forbidden response:
You have granted permissions, for example, "FHIR Data Contributor", to the client application to access the FHIR service. More info at Configure Azure RBAC for FHIR
Please check your permissions for the app/account you are using to connect to the API.
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If this is helpful please accept answer.