Forget it, I figured this out. Although my Build Target was set to Win32 Debug. I noticed a line in the output window saying, "adding file: Release/bin/my_app.exe"
So it was actually trying to debug the Release version, instead of the Debug version. Setting the Build Target to "Release" then back to "Debug" again has solved the problem.