The primary cause of water pollution from agricultural runoff is the excessive use of fertilizers and pesticides. When it rains, these chemicals wash into rivers, lakes, and oceans, leading to nutrient overload, algal blooms, and harm to aquatic life. Addressing this issue is crucial for water quality and ecosystem health.