Finally decided to check which ports are in use in my Windows 10 using the 'netstat -ab' command in the command prompt window.
That showed port 8080 also in use by another program [SyncBackTouchSvc.exe]. Eureka! That is a problem!
So, changed the Calibre server port to 10135 and problem solved!!
Hope this helps someone in the future.