Hi Sandeep !
Thank you for posting on Microsoft Learn.
Did you move your subscription to a different AAD tenant recently ?
If yes, it may be the issue in your case as Databricks clusters often use UAMIs for secure resource access which are bound to the original tenant. After you move the subscription to a new tenant, the identities will be logically orphaned (still exist but you can't use them in the new context).
As a workaround, if you're not using specific permissions tied to a UAMI you can then switch to system assigned managed identity which is automatically scoped to the new tenant. Be careful it may have an impact on VM creation, access to ADLS (Gen2), Key Vault, and other services that you integrated via identity.
Or you simply recreate UAMI in the new tenant and subscription and then assign it to the Databricks workspace. You will make extra effort if you have any role assignments or policies since you need to reconfigure them.
If my answer helped you, don't hesitate to accept it ! :D