The purpose of interval training in improving fitness levels is to alternate periods of high-intensity exercise with low-intensity recovery. This training method enhances cardiovascular endurance, boosts metabolism, and promotes fat loss more effectively than steady-state cardio. It also helps prevent boredom in workouts by providing varied intensity and challenges.