Center of Mass of a falling object not affecting its rotation (Physics)

When I spawn an object with Physics simulation enabled the center of mass property seems to only have effect after the object fell down to ground.

I have exaggerated the settings to see the effect better:
mass

Is there a way to make the object fall down realistically without applying another external force to make it rotate?