Volatile compounds, including gamma-lactones, in brown and white rice fermented by Lactobacillus paracasei, were compared using gas chromatography-mass spectrometry (GC-MS) with stir-bar sorptive extraction (SBSE). The contents of most esters, alcohols, lactones and some aldehydes were higher in brown rice samples containing higher amount of free fatty acids after fermentation. In particular, the contents of gamma-lactones increased more in fermented brown rice containing high amounts of fatty acids than in fermented white rice, suggesting that gamma-decalactone and gamma-nonalactone were formed from oleic acid and linoleic acid during rice fermentation. In addition, the contents of gamma-decalactone in fermented brown rice samples with added 4-hydroxydecanoic acid and ricinoleic acid were determined. The content of gamma-decalactone in fermented brown rice samples with added 4-hydroxydecanoic acid was considerably higher than that in the control after fermentation, indicating that 4-hydroxydecanoic acid could be an effective intermediate for the formation of gamma-decalactone in rice during fermentation.