The 'Not Null Constraint' is a rule applied to database columns to ensure that no null values can be inserted into that column, thereby guaranteeing data completeness and integrity. It is crucial for maintaining accurate and reliable data sets, particularly in fields where missing values could lead to erroneous interpretations or decisions.