This paper presents the source coding theorem for discrete-time stationary Gaussian sources with absolutely summable autocorrelation sequence. The theorem is proved using transform coding scheme in that all the codes are operative in transform domain. The absolute summability of autocorrelation sequence imposes only the continuity constraint on the power spectrum. Therefore, boundedness condition on the spectrum, which is a common assumption in the earlier studies for stationary Gaussian sources, is lifted by the theorem.