No, they're culpable, but had the labor been in the form of Chinese or Indians or (insert continent here), it wouldn't have made any difference. As 03 said, this was driven much more by economics than racism. Black Africans just happened to be the supply that met the demand at the time (mostly because it's a lot easier to sail from Europe to Africa than it is to Eastern Asia or India.) Look at a map....
