Asgard archaea, believed to be the ancestor of eukaryotes, constitute a new superphylum prevalent in diverse sediment environments. Their distribution and metabolic potentials are diversified and elusive. In the present study, the distribution and genomic characteristics of Asgard archaea in the Haima cold seep of the South China Sea (SCS) were investigated. In total, we obtained 48 high-quality metagenome-assembled genomes (MAGs), which fell into 7 separated lineages affiliated with the phyla Lokiarchaeota, Thorarchaeota, Heimdallarchaeota and Gerdarchaeota. These Asgard archaea were mainly distributed in the cold seep but rarely detected in the control marine sediments. We found that Asgard might encode complex CRISPR-Cas systems, which likely protected the archaea against abundant viruses in cold seep sediments. Phylogenomic tree indicated the novelty of cold-seep Asgard archaea, and highlighted that MAG HM7_B34 was affiliated with the newly proposed Gerdarchaeota phylum. Metabolic reconstruction indicated that Gerdarchaeota in the Haima cold seep were obligate anaerobic archaea and might undergo autotrophic lifestyle using the Wood-Ljungdahl pathway. Moreover, Gerdarchaeota might metabolize formaldehyde and likely had the ability to hydrolyze oligosaccharides including chitin. Altogether, our study expands the cognition of Asgard archaea in terms of spatial distribution, biodiversity and carbon cycle in cold seep ecosystems.