People are working on just storing the CO2 underground, and also on converting it back into hydrocarbons. Wikipedia has an overview:
Carbon capture and storage - Wikipedia, the free encyclopedia
The downside (mentioned on Wikipedia) is additional energy consumption, resulting in additional fuel usage, resulting in higher prices, more pollution (from burning more fuel), and more environmental harm (from mining more fuel).