Non-circular set membership refers to a condition where a set does not include itself as a member, preventing paradoxes and logical inconsistencies in set theory. This concept is fundamental in defining well-founded sets and is crucial in avoiding self-reference issues that arise in naive set theories like Russell's Paradox.