The invention provides a biomass lubricant for drilling fluids, wherein the biomass lubricant is prepared from the following raw materials by weight: 15-30 parts of biomass base oil, 3-5 parts of an ionic liquid anti-wear agent, 2-5 parts of an emulsifier, 0.5-1 part of an antifoaming agent, 0.05-0.1 part of a tackifier, and 58-80 parts of water, wherein the biomass base oil is prepared from the fore-distillate of natural fatty alcohol, an organic acid and a lipase catalyst, and the tackifier is high-viscosity sodium carboxymethyl cellulose. Compared with the biomass lubricant in the prior art, the biomass lubricant of the present invention contains the components with the specific contents so as to achieve good interaction, has advantages of strong lubrication, high-temperature resistance, environmental protection, no toxicity and good compatibility, and is suitable for special drilling operations of as large displacement wells, inclined wells, horizontal wells and the like, especially for oil and gas wells with deep reservoirs, high temperature and high pressure.