The accuracy of five recently proposed van der Waals (vdW) density functionals (optB86b, optB88, optPBE, revPBE, and rPW86), the semiempirical vdW method of Grimme (DFT-D2), and conventional local (LDA) and gradient-corrected (GGA-PBE) density functionals are assessed with respect to experimental enthalpies (Delta H) for CO2 adsorption in four prototypical metal organic frameworks (MOFs) containing coordinatively unsaturated metal sites: M/DOBDC (M = Mg, Ni, and Co) and Cu-HKUST-1. Although the LDA and GGA functionals partially capture trends, they significantly overbind (LDA) and underbind (GGA) CO2 with respect to the experimental enthalpies. The addition of a semiempirical r(-6) dispersion term to the GGA exchange-correlation energy using "off the shelf" DFT-D2 parameters results in a substantial improvement both in trends and in the magnitude of the adsorption enthalpies. However, on average this approach still underbinds CO2 as compared to the experimental data by similar to 7 kJ/mol (18%). Better accuracy is obtained with some of the nonempirical vdW density functionals, with the revPBE-based functional of Dion et al. [Phys. Rev. Lett. 2004, 92, 246401] yielding an average error of only similar to 2 kJ/mol (4%) relative to experiment. This improvement in energetics is accompanied by a slight decrease in the accuracy of predicted structures, as the revPBE functional overestimates the metal-CO2 bond length by about 10%. The identification of an efficient vdW density functional capable of predicting the thermodynamics of CO2 ;adsorption will facilitate rapid computational screening for optimal CO2 adsorbents.