Why does water boil faster when the vessel is covered with a lid?

To answer this we need to know what happens when a liquid boils. 

At the boiling stage of any liquid, the vapor pressure of that liquid becomes equal to the atmospheric pressure. 

In an open vessel, heat is lost due to convection to the surroundings, thus slowing the rate at which the liquid boils. We prevent that by putting a lid on said vessel.