Would it though? The trade winds converge over central Africa, which is already quite lush, so presumably any extra moisture would just be deposited there instead of a few thousand miles to the north.

Probably yes, but I’d need to see a model to be sure. Changes to the general circulation of the oceans had massive effects on paleoclimates. Recent examples are the closing of the Panama strait, and the opening of a new strait between Australia and Antarctica.