OS 10.13.3 IKEv2 VPN automatically disconnects
Turns out it was not an issue with OS X but with my IKEv2 VPN Provider - its certificate has expired.

Too bad the OS X does not state that anywhere and just instantly disconnects you, without giving any message. Even a simple text box with "There is an issue with your VPN server. Certificate has expired. " would be sufficient.