Reservoirs have a tendency to emit biogenic methane though so they're not great at scale for climate change mitigation.
Concrete has the advantage of lasting "forever" in those conditions (rebar when wet ruins it, otherwise it last long, long time). Concrete also stacks perfectly as you can mold it however you want. Might bite the bullet and stick with concrete, just work on making it more efficient.
http://documents.worldbank.org/curated/en/739881515751628436...
And methane is a greenhouse gas 20-80x more potent than carbon dioxide.