Is your VPN running? (I know that seems like a silly question but it can drop sometimes without any notifications)
If you run sudo ifconfig tun0 (linux) or ipconfig /all (Windows) does it return an address?
Do you have a firewall running? - could be blocking outgoing ping ICMP (I think it is…)