Thank you for your comment!
We have solved this issue. The problem was due to the .exe install file taking a long time to download. So we downloaded it to our FTP server then from there to the install server where we are having issues. The file became corrupted during FTP transfer.
Downloaded the same file again, problem solved and MS SQL has been installed and configured.
Thank you,
Jason