The Revive Math Foundation Builder course is crucial for students weak in math as it focuses on strengthening basic concepts, making learning easier and more accessible. It provides personalized guidance, step-by-step problem-solving techniques, and builds confidence through doubt-clearing sessions, helping students improve their math skills and perform better in exams.