O.K., I'll bite on this one. Consider completely dry air. Since temperature is simply a measure of the average kinetic energy of each molecule, when you cool the air from say 80F to 40F, what you are actually doing is slowing down the motion of each individual air molecule.
Now, consider a mass of dry air and a mass of water, equal in temperature, separated by an impermeable membrane, and enclosed in a perfectly insulated container. Rupture the membrane to allow the air to contact the water. In time, the air will achieve 100% relative humidity and will reach equilibrium. Some of the water has obviously vaporized. The water initially didn't contain enough energy to vaporize, as it was a liquid. Since the container was insulated perfectly, the energy to vaporize had to come from inside. The only source of energy to vaporize the water was the kinetic energy of the gas molecules being transferred through collision with the water molecules. Since temperature is a measure of the average kinetic energy of the molecules, as you raise the temperature of the air, it has more energy available to give to the water for vaporization. Since there is more energy available, the equilibrium point is going to be higher in water content, and hence, the air will carry more water vapor.
Of course, I could be completely wrong, but at least it sounds good.