This paper is devoted to the proof of the existence of the principal eigenvalue and related eigenfunctions for fully nonlinear degenerate or singular uniformly elliptic equations posed in a punctured ball, in presence of a singular potential. More precisely, we analyze existence, uniqueness and regularity of solutions ((lambda) over bar(gamma), u(gamma)) of the equation |del u|(alpha) F(D(2)u(gamma)) + (lambda) over bar(gamma) u(gamma)(1+alpha)/r(gamma )= 0 in B(0, 1) \ {0}, u(gamma )= 0 on partial derivative B(0, 1) where u(gamma) > 0 in B(0, 1), alpha > -1 and gamma > 0. We prove existence of radial solutions which are continuous on (B(0, 1)) over bar in the case gamma < 2 + alpha, and a non existence result for gamma < 2 + alpha. We also give the explicit value of (lambda) over bar(2+alpha) in the case of the Pucci's operators, which generalizes the Hardy-Sobolev constant for the Laplacian, and the previous results of Birindelli et al. [1].