Actually you typically make a high poly model to then create a normal map out of it. So if you delete key geometry in the low poly, the normal map won't do much. If you're doing LOD models, you do it through a different approach than that. Also, for a model like the one you have there, a normal map would be a large waste of resources unless it included other important details, which is does not.