Leroux Bay () is a bay long in a northwest–southeast direction and averaging wide, between Nunez Point and the narrow peninsula surmounted by the Magnier Peaks, along the west coast of Graham Land, Antarctica. It was discovered by the French Antarctic Expedition, 1903–05, and named by Jean-Baptiste Charcot for Commander Leroux of the Argentine Navy.