Two main problems can cause yellow leaves in fast growing hybrid willows like the Bigfoot Willow. They can be from lack of moisture, which is typically caused from planting in sod and not enough weed control. Also fertility issues could be causing this and a fertilizer high in nitrogen can help green up your fast growing tree.