If it happens again run:
ipconfig /displaydns
See what's in the cache before you purge it :)
Otherwise, check the DNS servers the cluster uses. It'll only cache replies, so if it fails a lookup it will only cache that if you get NXDOMAIN (a timeout will not be cached).
Chris