Use breadboards to make the circuit and check the voltage drop across LED, Resistor and measure the current flowing in the circuit
You can see a voltage across the LED though we haven't turned on the switch, this voltage is due to some error in the switch. The switch is not perfectly openning the circuit.
You might get different data depending upon the different values of resistance and LEDs.