Update your Build Definition to specify you want the build to be a release build. To do this, in Team Explorer, go to the Builds section. Right-click on your build definition and select Edit Build Definition. In the Build Definition settings, click on the Process node. Under 2.Build, set your Configurations to Any CPU|Release.
Here's a screen capture for reference.