A transparent conductive film with a metal mesh embedded in a substrate and a method of fabrication thereof is provided. The metal mesh has a cap that is pressed and embedded in a substrate or a deformable material on a substrate, providing superior mechanical stability by mechanical interlocking. The embedding mechanism also provides superior chemical and environmental stability. A fabrication method is provided and includes a vacuum-free and low-cost process for large-volume manufacturing of the transparent conductive film with tunable performance.