Efforts to make it into a powerful force under Napoleon were dashed by the death of Latouche Tréville in 1804, and the Battle of Trafalgar in 1805, where the British all but annihilated a combined Franco-Spanish fleet.
From then on, the French navy was limited to frigate actions and privateers like Robert Surcouf.