Instead of directly hitting F5 and running the Test Project, I tried to run the project as this:
- Put a breakpoint where ever needed.
- Right click the Test project -> Debug -> Start new instance.
and then when i choose that appropriate test method and hit run, that enabled me to hit the breakpoint.
It works now.