Thanks to Igor Djordjevic who brought this to my attention.
To undo AppManfest (restore the default manifest) you have to force the IDE to regenerate the default resource file. And you can achieve this by following these steps:
- delete the external application manifest which AppManifest has added it (Application.exe. manifest).
- delete the default resource file (Application.res).