This doesn't make sense. By that logic, a lithium battery the size of a house wouldn't be able to power an LED.
If you have two lithium batteries which are identical with the exception that one is double the capacity, the larger battery will be able to provide double the current at the same voltage and thus double the power. Lithium batteries are rated for current draw as a multiple of their capacity.