The correct answer is "Voltage is dropped".
In fact, when a current I flows through a resistor of resistance R, the voltage difference between the two ends of the resistor is (Ohm's law):

This product is different from zero, so there is a difference of voltage between the two ends of the resistor, and so there is a voltage drop across the resistor.