I used the method that Robin mentioned before and did something more to that method . I kept DCM over CaH2 overnight and then reflux and distill it over CaH2 with fractionating column attached and store it over freshly dried and cooled 4 A molecular sieves. Do everything under nitrogen and after transferring to the storage bottle or flask purge the whole thing with nitrogen for a few minutes. Whenever you take dry DCM make sure you connect the bottle is under nitrogen atmosphere.