Leeching in computer games refers to the practice of joining a group for the explicit purpose of gaining rewards without contributing anything to the efforts necessary to acquire those rewards. Sometimes this is allowed in an effort to powerlevel a player. Usually it is considered poor behavior to do this without permission from the group.
In peer-to-peer file-sharing networks leeching is downloading files without sharing any.
