Background: Lignocellulosic biomass is a promising renewable and sustainable resource for biofuels and chemicals. However, the inhibitors generated during lignocellulosic biomass pretreatment hinder microbial growth and interfere with fermentation. Studies on the tolerance to inhibitors, especially multiple inhibitors, are important in the construction of robust strains that can utilize lignocellulosic biomass. Results: The expression of an uncharted α/β hydrolase (ABHD) from Kluyveromyces marxianus was found to be up-regulated in the presence of single or multiple inhibitors; this enzyme was termed KmYME in this study. Disruption of KmYME made the yeast more susceptible to inhibitors, particularly to acetic acid, furfural and 5-hydroxymethylfurfural. KmYME was located in the mitoplast of mitochondria with targeting signals in the N-terminal 1-40 amino acid residues. Under inhibitor stress, the intracellular concentration of ATP, NAD(P) in the KmYME disrupted strain decreased. In addition, the KmYME disrupted strain lost more mitochondrial membrane potential, showed increased plasma membrane permeability, a more severe redox imbalance, and increased ROS accumulation, compared with those of the non-disrupted strain in the presence of the same inhibitors. The recombinant KmYME possessed esterase/thioesterase activity and preferred short-chain pNP aliphatic esters, long-chain acyl-CoA, and succinyl-CoA as substrates. The retro-complementation results indicated that the enzymatic activity of KmYME was necessary for the resistance to inhibitors. In addition, KmYME was also required for the resistance to other stresses including ethanol, temperature, and osmotic pressure. Disruption of two possible homologous genes in S. cerevisiae also reduced its tolerance to inhibitors. Conclusion: As an uncharted α/β hydrolase, KmYME which had esterase/thioesterase activity and located in mitochondrial matrix was identified for the first time. The esterase/thioesterase activity was necessary for the tolerance to lignocellulosic biomass derived inhibitors in K. marxianus. Disruption of KmYME reduced the tolerance to inhibitors by interfering with ATP, NAD and NADP synthesis. KmYME also correlated with tolerance to other stresses such as osmotic, ethanol, and temperature. This study may provide useful information for better understanding the resistance mechanism of multiple inhibitors, which is important in the creation of a robust strain for industrial fermentation that can use cellulosic biomass as substrate.