Authorities made the seizure Wednesday about 200 kilometres (124 miles) off the French island Martinique when they intercepted a boat "falsely flying an American flag".
Three people were arrested aboard the vessel, said the statement from France's finance ministry.
The cocaine haul amounts to about a third of the 6.6 tonnes of the drug seized over the whole of last year by French customs officers.