Is the management network on a different subnet/vlan than your VMs? Does it have it's own NICs? Have you checked link activity on the back of the server to make sure all NICs are connected and functioning?
I had something similar happen a few months back and the end result was having to force a restart. We RDP'd to the VMs and shut as many as we could down manually to avoid corruption first.
Good luck!