Highlights•The physicochemical quality changed greatly before and after fermentation.•The free amino acids in fermented rape stalks were very rich.•The detected various components formed the special flavor of fermented rape stalks.•The use of different salt concentration fermentation had a significant impact on the comprehensive quality of rape stalks.