Dry power supply assembly for immersion-cooled information handling systems

Systems and methods for a dry power supply for immersion-cooled Information Handling Systems (IHSs) are described. In some embodiments, an IHS may include: a chassis configured to be at least partially disposed under a surface of a dielectric liquid coolant, where the chassis includes one or more components configured to be cooled by the dielectric liquid coolant during operation of the IHS; and a power supply coupled to the chassis and configured to provide power to the one or more components via an adaptor configured to maintain the power supply above the surface of the dielectric liquid coolant during operation of the IHS, where the power supply comprises a fan configured to blow air.