Unless you are in a very special rocket like the space shuttle, you don't. Most manned rockets land with parachutes, and expendable rockets just fall into the sea.
Yes it does. The more weight that there is in the rocket, the more energy it takes to lift off. Its the same as if you raised your hand above your head and it's empty. Put a ten pound weight in it...