Using a calcium metal anode in aqueous solution?
Basically, the reaction of calcium with water short-circuits your battery; the electrons you wanted to go through the external circuit end up going directly into the electrolyte instead.

Magnesium will work better for your anode; it reacts little or none with water when cold and it's anodic potential still packs a pretty good punch.