This paper discusses the problem of estimating the parameters of sinusoidal signals in colored Gaussian noises. Fourth-order cumulant-based ESPRIT approach is suggested which uses higher-order statistics of measurements. It is demonstrated by simulations that the new approach has high resolution and can suppress the effect of colored Gaussian noises.