Crucial study materials for the CSAT paper in UPSC include comprehensive books on reading comprehension, logical reasoning, and mathematical aptitude. Candidates should also focus on previous years' question papers to understand the exam structure and frequently asked questions. Practicing with mock tests provides insight into time management and question types. Resources that offer detailed explanations of answers can further enhance understanding, making them extremely valuable for effective preparation.