They're taxed because they benefit from the services that society provides for them (law enforcement, courts, military, highways, social care programs, etc). Otherwise, cutting their tax rate is essentially another act of corporate welfare.

But seeing how those of us who benefit from the corporations are the ones ultimately paying that tax, doesn't it just make more sense to tax us a little more if we're that desperate for that money?