In this paper, we study the Gromov-Witten theory of the Hilbert schemes X^{[n]} of points on smooth projective surfaces X with positive geometric genus p_g. Using cosection localization technique due to Y. Kiem and J. Li [KL1, KL2], we prove that if X is a simply connected surface admitting a holomorphic differential two-form with irreducible zero divisor, then all the Gromov-Witten invariants of X^{[n]} defined via the moduli space $\Mbar_{g, r}(X^{[n]}, \beta)\beta = d_0 \beta_{K_X} - d \beta_n$ where d is an integer, is a rational number, and and are defined in (3.2) and (3.3) respectively. When , the exceptional cases can be further reduced to the invariants: $<1>{0, \beta{K_X} - d\beta_2}^{X^{[2]}}K_X^2 = 1d \le 3<1>_{1, d\beta_2}^{X^{[2]}}d \ge 1K_X^2 = 1$ which is consistent with a well-known formula of Taubes [Tau]. In addition, for an arbitrary smooth projective surface X and , we verify that

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