We demonstrate large-area organic photovoltaic cells (OPVs) based on boron-subphthalocyanine chloride (SubPc)/C60 and 2,4-bis[4-(N,N-diphenylamino)-2,6 dihydroxyphenyl]squaraine/C60 heterojunctions on substrates “snow-cleaned” with a jet of mixed-phase CO2. Snow cleaning reduces particulates on the indium-tin-oxide (ITO)-coated glass substrates, thereby reducing device shorts and shunt paths. Snow cleaning improves yield of 1.44 cm2 SubPc/C60 OPV cells from zero for conventionally solvent-cleaned substrates to ∼70%. The standard deviation of power conversion efficiency for a population of 19 snow-cleaned devices is ≤4.0%. By using a sub-electrode structure, we obtain a power conversion efficiency of 2.21% ± 0.05% for 6.25 cm2 SubPc/C60 devices, compared to 2.69% ± 0.03%, for 0.008 cm2 devices, with the efficiency decrease due to series resistance of the ITO.