Thanks for the quick answer, that fixed the problem!
I did see this option, but I thought it was for the tool chain configuration.
Why is it a recommended practice to copy the DLLs? My experience from programming is that redundancy and copying should be kept to a minimum. Sooner or later you need to change or update, and then the risk is big that you only update one of the copies.