We report the occurrence of reentrant metallic behavior in the Weyl semimetal NbP. When the applied magnetic field $H$ is above a critical value $H_c$, a reentrance appears as a peak in the temperature dependent resistivity $rho_{xx}(T)$ at $T$ = $T_p$, similar to that observed in graphite where it was attributed to local superconductivity. The $T_p(H)$ relationship follows a power-law dependence $T_psim(H-H_c)^{1/v}$ where $v$ can be derived from the temperature dependence of the zero-field resistivity $rho_0(T) sim T^v$. From concurrent measurements of the transverse $rho_{xx}(T)$ and Hall $rho_{xy}(T)$ magnetoresistivities, we reveal a clear correlation between the rapidly increasing $rho_{xy}(T)$ and the occurrence of a peak in the $rho_{xx}(T)$ curve. Quantitative analysis indicates that the reentrant metallic behavior arises from the competition of the magneto conductivity $sigma_{xx}(T)$ with an additional component $Deltasigma_{xx}(T)=kappa_Hsigma_{xx}(T)$ where $kappa_H=[rho_{xy}(T)/rho_{xx}(T)]^2$ is the Hall factor. We find that the Hall factor ($kappa_H approx 0.4$) at peak temperature $T_p$ is nearly field-independent, leading to the observed $T_p(H)$ relationship. Furthermore, the reentrant metallic behavior in $rho_{xx}(T)$ also is reflected in the behavior of $rho_{xx}(H)$ that ranges from non-saturating at $T>70$ K to saturation at liquid helium temperatures. The latter can be explained with the magnetic field dependence of the Hall factor $kappa_H(H)$. Our studies demonstrate that a semiclassical theory can account for the anomalies in the magnetotransport phenomena of NbP without invoking an exotic mechanism.