why does higher current mean lower discharge capacity
Yes, twice the current discharge means half the time to battery depletion in the ideal case. The capacity (at least to a first order) is the same in both cases. Watts are volts*amps or in your cases battery voltage times 1A, or battery voltage * 2A. So twice the power for half the time is the same amount of energy drained from your battery.