This study analyzes recent trends in Supreme Court case law regarding the regulation of tax avoidance. While the establishment of individual denial rules based on the principle of tax legality was previously emphasized, recent rulings show a strengthening trend of regulating tax avoidance based on the principle of substantial taxation, suggesting that regulation under GAAR (Article 14, Paragraph 3 of the National Tax Basic Act) is desirable.