The correct answer is
A) It will increase
In fact, the relationship between the voltage, the resistance and the current in a circuit is given by Ohm's law:

where
V is the voltage
I is the current
R is the resistance
From the equation, we see that the voltage is directly proportional to the resistance; therefore, if the current I is kept the same and the resistance R is increased, the voltage V will increase too.