Changing InternalIP

After installing kubernetes cluster on VM (for education purpose) I have noticed that for some reason it is using wrong network interface for InternalIP (search in the following output: InternalIP: 10.0.2.15)

master@kmaster:~$ kubectl describe nodes
Name:               kmaster
Roles:              master
Labels:             beta.kubernetes.io/arch=amd64
                    beta.kubernetes.io/os=linux
                    kubernetes.io/arch=amd64
                    kubernetes.io/hostname=kmaster
                    kubernetes.io/os=linux
                    node-role.kubernetes.io/master=
Annotations:        kubeadm.alpha.kubernetes.io/cri-socket: /var/run/dockershim.sock
                    node.alpha.kubernetes.io/ttl: 0
                    volumes.kubernetes.io/controller-managed-attach-detach: true
CreationTimestamp:  Thu, 20 Jun 2019 12:02:55 +0200
Taints:             node-role.kubernetes.io/master:NoSchedule
                    node.kubernetes.io/unreachable:NoSchedule
Unschedulable:      false
Conditions:
  Type             Status    LastHeartbeatTime                 LastTransitionTime                Reason              Message
  ----             ------    -----------------                 ------------------                ------              -------
  MemoryPressure   Unknown   Fri, 21 Jun 2019 16:11:23 +0200   Fri, 21 Jun 2019 16:12:27 +0200   NodeStatusUnknown   Kubelet stopped posting node status.
  DiskPressure     Unknown   Fri, 21 Jun 2019 16:11:23 +0200   Fri, 21 Jun 2019 16:12:27 +0200   NodeStatusUnknown   Kubelet stopped posting node status.
  PIDPressure      Unknown   Fri, 21 Jun 2019 16:11:23 +0200   Fri, 21 Jun 2019 16:12:27 +0200   NodeStatusUnknown   Kubelet stopped posting node status.
  Ready            Unknown   Fri, 21 Jun 2019 16:11:23 +0200   Fri, 21 Jun 2019 16:12:27 +0200   NodeStatusUnknown   Kubelet stopped posting node status.
Addresses:
  InternalIP:  10.0.2.15
  Hostname:    kmaster
...
{there is way more output but I cut it here}

When I was installing network driver “Flannel” I explicitly indicated to use different NIC.
Surprisingly, I still see it in /etc/kubernetes/manifests/kube-apiserver.yaml
However In the output of kubectl describe nodes it is used different one.
Anyone knows how to change it?