The failure probability evaluation methods for load-strength interference model are established when both load, L, and strength, S, follow normal distributions, assuming none of the normal distribution parameters are known. Based on Fisher's fiducial analysis, a failure probability evaluation method is obtained for single load application. A numerical integration method is developed to evaluate the failure probability for multiple load applications.