Upon exit from the totipotent 2-cell (2C) embryo stage, the 2C-associated transcriptional program needs to be efficiently silenced. However, the molecular mechanisms involved in this process remain mostly unknown. Here, we demonstrate that the 2C-specific transcription factor DUX directly induces the expression of DUXBL to promote this silencing. Indeed, DUX expression in Duxbl-knockout ESC causes increased induction of the 2C-transcriptional program, whereas DUXBL overexpression impairs 2C-associated transcription. CUT&RUN analyses show that DUXBL gains accessibility to DUX-bound regions in DUX-induced ESC while it is unable to bind those regions in uninduced cells. Mechanistically, we determined that DUXBL interacts with TRIM24 and TRIM33, two members of the tripartite motif superfamily involved in gene silencing and co-localizes with them in nuclear foci upon DUX expression. Furthermore, DUXBL downregulation in mouse zygotes leads to a penetrant 2C-stage arrest. Our data reveals an unexpected role for DUXBL in controlling the exit from totipotency.