LC low pass filter: intuitive understanding
Consider your child on a swing.

Each time you give them a push you make them swing. If you add energy in resonance to the natural swing time, they will swing higher and higher.

It is the same with this circuit, at resonant frequency voltage/current "swings" between the inductor and the capacitor. If you apply a signal at the same frequency... it swings higher.