Clay nanoparticles can be synthesized through various methods such as mechanical milling, chemical exfoliation, and thermal treatment. Mechanical milling involves grinding bulk clay into nanometer-sized particles. Chemical exfoliation uses chemicals to separate the layers of clay minerals, while thermal treatment involves heating the clay to induce phase changes and reduce particle size.