Script with HideInInspector hideFlags and [ExecuteInEditMode] attribute cannot be removed from gameobject after deleting it from the project and 'Missing component' is printed every time when playing the project

To reproduce this issue:

1 - Open the attached project
2 - It has a script that has the [ExecuteInEditMode] attribute and hideFlags=HideInInspector in the Start method (NewBehaviourScript in the project
3 - Attach this component to a GameObject in the scene.
4 - Delete this script from project
5 - Hit play to see a message that there is a MissingComponent in the GameObject,
6 - If you select it you cannot see the missing component in the Inspector view and it is also a null object that cannot be removed via scripting