We study the enumerative geometry of rational curves on the Hilbert schemes of points of a K3 surface. Let be a K3 surface and let be the Hilbert scheme of points of . In case of elliptically fibered K3 surfaces $S \to ^10^d(S)$, which count rational curves incident to two generic fibers of the induced Lagrangian fibration $^d(S) \to ^d$. The generating series of these invariants is the Fourier expansion of a power of the Jacobi theta function times a modular form, hence of a Jacobi form. We also prove results for genus Gromov-Witten invariants of for several other natural incidence conditions. In each case, the generating series is again a Jacobi form. For the proof we evaluate Gromov-Witten invariants of the Hilbert scheme of points of $^1 \times EE$ is an elliptic curve. Inspired by our results, we conjecture a formula for the quantum multiplication with divisor classes on with respect to primitive curve classes. The conjecture is presented in terms of natural operators acting on the Fock space of . We prove the conjecture in the first non-trivial case . As a corollary, we find that the full genus Gromov-Witten theory of in primitive classes is governed by Jacobi forms. We present two applications. A conjecture relating genus invariants of to the Igusa cusp form was proposed in joint work with R. Pandharipande in \cite{K3xE}. Our results prove the conjecture in case . Finally, we present a conjectural formula for the number of hyperelliptic curves on a K3 surface passing through general points.

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