Primate immunodeficiency virus accessory proteins Vpx/Vpr associate with and induce proteasomal degradation of the HUSH complex, thereby counteracting HUSH-mediated epigenetic transcriptional repression of proviral and cellular genes. These findings open new therapeutic avenues against HIV.