An expression for the confidence intervals of the autoregressive (AR) power spectral estimate is derived by using Efron's approximate bootstrap method. The method has the second order correction for the nonlinearity of the estimate. We also propose an alternative confidence interval for extremely sharp peaks of the power spectrum at which the bootstrap approximation may break down. Simulations are carried out for two examples often used for the test of the confidence intervals.