From 2018 to 2019, bacterial leaf blight disease (LBD) caused by Pantoea agglomerans was observed on the leaves of oat (Avena sativa L.) in Northwest China, and diseased oat often showed yellow-colored necrotic symptoms on the leaves. This is a new bacterial disease of oat in China. In this study, greenhouse experiments were conducted to explore the effect of LBD (P. agglomerans) on forage yield and feeding value of Avena sativa [Baiyan 2 (B2)] and A. nuda [Baiyan 7 (B7)]. The results revealed that effective tillers, plant height, flag-leaf length, flag-leaf width, fresh weight, dry weight, fresh-dry ratio, crude ash, crude protein, ether extract, soluble carbohydrate, calcium, phosphorus, digestible dry matter, dry matter intake and relative feed value of B2 and B7 were all significantly (P < 0.05) decreased by LBD. Hay yield of oat was reduced 1.38 to 23.48%, and relative feed value was decreased 1.01 to 26.24% by LBD. In contrast, crude fiber, acid detergent fiber, neutral detergent fiber and nitrogen free extract of B2 and B7 were significantly (P < 0.05) increased after inoculation of P. agglomerans. Moreover, B7 had a higher forage yield and relative feed value than B2 under inoculation and non-inoculation of P. agglomerans. LBD (P. agglomerans) has negative influences on growth, forage yield and feeding value of oat, and these negative effects are enhanced with increase of LBD severity.