Microsoft Graph API calls giving invalid remote certificate error

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I am using Microsoft Graph API to send and read user details from AD with "Application permissions" from an web app. Microsoft.Graph SDK 3.5 is used for this.

.Net framework version - 4.6.1

Intermittently it is erroring out exception : "The remote certificate is invalid according to the validation procedure".

On executing wireshark : For failed API calls the graph.microsoft.com TLS certificate has an algorithm of sha384rsa while the successful ones are having sha256rsa.

How can be this be resolved?

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