A rack system for vehicles such as pickup trucks comprises a number of base supports each clamped atop one of the opposed vehicle side walls by effective but economical clamping devices, a side rail mounted to each base support in an aesthetically pleasing fashion, and, tie-down devices releasably secured to cross bars extending between side rails located on opposite side walls of the vehicle.