I went little further and fixed this error.
Now seeing a new Error "May 11, 2015 9:22:54 AM hudson.ExpressionFactory2$JexlExpression evaluate
WARNING: Caught exception evaluating: it.symbolicNames"
When I rolled back the Jenkins version to 1.590 it works without any issues. It could able to pull all the Tags from CVS.
Looks like something got changed on cvs-plugin in Jenkins from version 1.591 and this CVS Symbolic Name Parameter got broke and failing to get the Tags from cvs. it gives same error "WARNING: Caught exception evaluating: it.symbolicNames" from Jenkins 1.591 to Jenkins 1.613