When you are setting up new build configuration which you want to be able to debug, you need to set Debug info to Full.
Right click the project in Solution Explorer and select Properties. Select build tab and then select desired configuration from Configuration drop down list at the top of the page.
Click on Advanced at the bottom of output section and select Full from Debug Info drop down list.
Save changes to project settings and rebuild your solution.