The invention discloses low-ink paper sludge and a preparation method thereof. First, waste paper is smashed to obtain shredded paper material slices, the shredded paper material slices are washed, residues are settled, and impurities are removed. Second, additives are added, and micro-fermentation treatment is performed within the controlled acid range of pH (potential of hydrogen) values. High-pressure digestion and sterilization are performed, and materials are extruded and kneaded to obtain intermediate fiber stuff. Deinking agents, glycerol and Chinese honey locust extracts are added into the intermediate fiber stuff, the materials are uniformly stirred, and ink is removed by normal temperature flotation. Latency, fiber separation and disintegration and concentration are performed to obtain paper pulp. Bentonite, blending agents, antioxidants and auxiliaries are sequentially added, and the materials are stirred while black light irradiation to prepare a target product. The obtained paper sludge is prepared by recycling the waste paper, precious resources are recycled, the paper sludge is green, economical, environmentally friendly, low in ink content, uniform in texture and free from irregular pores and undesirable odor.