Is voltage directly proportional to current?

Voltage is the force responsible for the movement of electrons. Movement of electrons is the flow of current. More the force more the movement of electrons. Thus your question is answered.

When the potential difference is applied, then only current will flow from the circuit. Ohm's law also states the same thing.