The directed transport of liquids is essential for numerous applications, such as microfluidics, heat transfer, and water harvesting. However, the traditional chemical coatings used for topographical or chemical gradients lack chemical stability and long‐term durability in harsh environments, such as elevated humidity, high temperature, or high pressure. Here, multifunctional robust diamond gradient films with gradually changed multilevel structure and chemical composition are designed and synthesized via a controlled chemical vapor deposition process. The size and abundance of hierarchical micro/nanostructural diamond crystals gradually increase along the film's length by manipulating deposition temperature and gas‐phase concentration, which endows the gradient surface with the ability to direct water droplets from the highly hydrophobic diamond‐rich surface (contact angle 141°) toward the hydrophilic SiC surface (contact angle 13°). This unique property is used to promote water condensation in seawater desalination systems with high humidity; significantly, the fog‐collecting ability is three times higher than that of the hydrophobic film and eight times higher than that of hydrophilic film. More importantly, the water harvesting performance remains even after harsh treatments with corrosive liquids and abrasive sandblasting, indicating potential applicability in microfluidics, desalination, and fog collection.