Let K be a complete algebraically closed non-archimedean valued field of characteristic zero, and let X be a finite type scheme over K. We say X is K-analytically Borel hyperbolic if, for every finite type reduced scheme S over K, every rigid analytic morphism from the rigid analytification S an of S to the rigid analytification X an of X is algebraic. Using the Viehweg-Zuo construction and the K-analytic big Picard theorem of Cherry-Ru, we show that, for N ≥ 3 and g ≥ 2, the fine moduli space M[N] g,K over K of genus g curves with level N -structure is K-analytically Borel hyperbolic.