Recent observations by the {it Juno} spacecraft have revealed that the tidal Love number $k_2$ of Jupiter is $4%$ lower than the hydrostatic value. We present a simple calculation of the dynamical Love number of Jupiter that explains the observed anomaly. The Love number is usually dominated by the response of the (rotation-modified) f-modes of the planet. Our method also allows for efficient computation of high-order dynamical Love numbers. While the inertial-mode contributions to the Love numbers are negligible, a sufficiently strong stratification in a large region of the planets interior would induce significant g-mode responses and influence the measured Love numbers.