It may be helpful to think by analogy with a mass on a spring.
The capacitor is like a spring. The higher the capacitance, the weaker the spring.
The inductor is like a mass. The higher the inductance, the greater the mass.
The potential across the capacitor is like the force from a spring.
Charging a capacitor is like displacing the mass away from its neutral point. You can either give it a positive charge (compressing the spring) or a negative charge (extending the spring). As you put more charge into the capacitor, the resulting potential difference increases (the spring resists more strongly as you compress it). When the capacitor is fully charged, you open a switch (latch the mass into place with the spring compressed).
When you close the switch, current begins to flow (you release the latch and the mass begins to move). The rate of change in the current is inversely proportional to the inductance (the acceleration is inversely proportional to the mass of the mass). It is directly proportional to the potential difference (it is proportional to the compression of the spring). The resulting current begins to deplete the capacitor (the spring begins to relax).
When the capacitor is fully discharged, the current has reached its maximum value (the mass is moving at its maximum speed).
Current keeps flowing (the mass keeps moving). The capacitor is recharged (the spring is stretched). The rate of change of the current becomes negative (the mass slows down while stretching the spring).
It is simple harmonic motion.
Edit: Missed seeing
@gneill propose the identical analogy.