Lake Ontario being cold relative to the land has a local stabilizing effect on the atmosphere. That makes for better local weather in early summer. In fall and early winter, the lake is relatively warm compared to the land, destabilizing the atmosphere locally, and causing lake effect snow and rain. (At least that's the explanation I read somewhere.)