Neptune's core is primarily composed of molten nickel, iron, sulfur, and is surrounded by less dense molten silicates, which are essentially rock. The discussion highlights the initial guess of molten rock and confirms that the core consists of a mixture of these elements, emphasizing the presence of water ice and rock as well.