The transport of organic matters to the deep sea constantly occurs in global oceans and in accompany with simultaneous microbial remineralization. However, little is known about the impact of fast sinking organic complex on oceanic deep ecosystem and its interactions with microbes throughout the process of sinking and settling on the sea bottom. In this report, to observe the response of indigenous microorganisms to the newly input of organic matters, we developed a series of deep-sea in situ incubators loaded on the seabed and seamount with various organic substrates of plant and animal origins. Through high-throughput sequencing, we found the bacterial communities, in situ enriched for 4–12 months, were significant different from the control groups. The bacteria of Marinifilaceae were revealed as the key members; in addition, other key decomposers including Spirochaetaceae, Psychromonadaceae, Vibrionaceae, and Moritellaceae were recruited in most assemblages, with varied abundance accordingly and diversified at the operational taxonomic unit (OTU) level. Additionally, sulphate-reducing bacteria (Desulfobulbaceae and Desulfobacteraceae) and sulphur-oxidizing bacteria (Arcobacteraceae and Sulfurovaceae) were the dominant taxa. Interestingly, PICRUSt analysis demonstrated that nitrogen fixation inside the assemblages was enriched in the enrichments with plant detritus or fatty acids. Within the assemblages stimulated by substrates short of nitrogen sources, the microbial network was dominated by cooperative relationships, whereas competition relationships overwhelmed the communities thriving on protein-rich animal tissue. These unique bacterial assemblages driven by newly input organic matters, constitute the microbial carbon pump involved in carbon, sulphur, and nitrogen cycles in oceanic interior.