The problem with CO2, though it has smaller greenhouse effect than methane, is that it is very very stable. There is no effective way to reduce it in a massive scale except through photosynthesis by plants. Methane, on the other hand, doesn't stay long. Therefore, reducing methane is much more cost-effective in containing global warming.

