I think you are misinformed about the level of corp tax in most poor countries. Twenty countries have corp tax less than 15%, of which about half are poor. 15 have no corporate tax and are either rich or are just unambiguous tax havens.
Average corp tax in Africa and South America is 28%, Europe and Asia are 20%.
https://taxfoundation.org/publications/corporate-tax-rates-a...