Finally was able to fix the issue. Added below 3 lines and it worked like a charm. Thank you so much for the continous help Leonard.

$message = New-Object Net.Mail.MailMessage($EmailFrom, $EmailTo, $Subject, $body)

$message.IsBodyHtml = $true;

$SMTPClient.Send($message)

Regards,

Sam