We propose a fast numerical algorithm for computing interval vectors that contain the Perron vectors of a class of weakly irreducible nonnegative tensors, which we call slightly positive tensors. The algorithm requires only two tensor-vector multiplications. Numerical experiments demonstrate the efficiency of the proposed method.