Average Weather in Croton-on-Hudson New York, United States. In Croton-on-Hudson, the summers are warm, humid, and wet; the winters are chilly; and it is partly cloudy year round. Over the course of the year, the temperature typically varies from 22°F to 84°F and is rarely below 8°F or above 92°F.