Two of the containers were about 12m long and one was about 6m long.
Harbourmaster Mike Pryce said it was rare for containers to be blown into the harbour.
"I can't remember the last time, I think last time two blew off a container ship, but I can't recall them blowing into the harbour off the wharf before."