Abstract: DNA cytosine methylation confers stable epigenetic silencing in plants and many animals. However, the mechanisms underlying DNA methylation-mediated genomic silencing are not fully understood. We conducted a forward genetic screen for cellular factors required for the silencing of a heavily methylated p35S:NPTII transgene in the Arabidopsis thaliana rdm1-1 mutant background, which led to the identification of a Hsp20 family protein, RDS1 (rdm1-1 suppressor 1). Loss-of-function mutations in RDS1 released the silencing of the p35S::NPTII transgene in rdm1-1 mutant plants, without changing the DNA methylation state of the transgene. Protein interaction analyses suggest that RDS1 exists in a protein complex consisting of the methyl-DNA binding domain proteins MBD5 and MBD6, two other Hsp20 family proteins, RDS2 and IDM3, a Hsp40/DNAJ family protein, and a Hsp70 family protein. Like rds1 mutations, mutations in RDS2, MBD5, or MBD6 release the silencing of the transgene in the rdm1 mutant background. Our results suggest that Hsp20, Hsp40, and Hsp70 proteins may form a complex that is recruited to some genomic regions with DNA methylation by methyl-DNA binding proteins to regulate the state of silencing of these regions.