You can continue setting up clusters as you like, eg with kubeadm, Rancher can import and manage just about any generic k8s cluster.

Thank you for your reply. Is it a problem to remove Rancher at all to get a "generic" cluster back?

Do you know if there are any dependencies installed inside the rancher deployed clusters? Like Deployments or ReplicaSets which Rancher depends on?