Many power supplies of this nature require a load on the 5V, 12V, or both 5V and 12V rails for proper operation. Some need load on 3.3V, but this seems less common. PC power supplies will in general shut down if they have no load (unlike some, especially older, arcade supplies which can sustain damage). The required load is generally not overly large. A couple lamps is usually sufficient.