Found the reason for this and created a new issue here.
The issues were always there in master branch and when develop branch was created, those issues were copied over. Later develop branch reported a parsing error due to code changes made in that file and because of parse error, SonarQube closed all existing issues from that file in develop branch. Later when the parsing error was fixed, those issues were reported as New.