Can I put a resistor in parallel with LED to limit current consumption?
If you add the resistor across the battery, so it's in parallel with your existing circuit it will draw an additional 300 mA (I = V / R), assuming the battery is able to supply it. This is not what you want.

You could reduce the current draw by adding the additional resistor in series with your current circuit.