Page loading speed is critical for Mobile SEO as users expect fast and seamless experiences on mobile devices. Strategies to improve mobile page speed include optimizing images and videos for mobile, leveraging browser caching, reducing server response time, using AMP (Accelerated Mobile Pages) for faster loading, minimizing JavaScript and CSS, and employing responsive design principles for optimal performance across various devices.