HI @Parth Jani,
Thanks for letting us know your user experience. According to your case description, I do understand how frustrated you are now.
Graph sdk can only be used for verification of Graph API, theoretically it cannot verify Sharepoint rest API.
Maybe you can try CSOM to call Sharepoint rest api, or power shell
Sharepoint api :https://www.codesharepoint.com/rest-api/get-all-attachments-from-list-item-in-sharepoint-using-rest-api
CSOM :https://www.codesharepoint.com/csom/get-all-attachments-from-list-item-in-sharepoint-using-csom
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Best Regards
Cheng Feng