Viral diseases are a leading cause of worldwide yield losses in crop production. Breeding of resistance genes (
R
gene) into elite crop cultivars has been the standard and most cost‐effective practice. However,
R
gene‐mediated resistance is limited by the available
R
genes within genetic resources and in many cases, by strain specificity. Therefore, it is important to generate new and broad‐spectrum antiviral strategies. The
CRISPR
‐Cas9 (clustered regularly interspaced palindromic repeat,
CRISPR
‐associated) editing system has been employed to confer resistance to human viruses and several plant single‐stranded
DNA
geminiviruses, pointing out the possible application of the
CRISPR
‐Cas9 system for virus control. Here, we demonstrate that strong viral resistance to cauliflower mosaic virus (Ca
MV
), a pararetrovirus with a double‐stranded
DNA
genome, can be achieved through Cas9‐mediated multiplex targeting of the viral coat protein sequence. We further show that small interfering
RNA
s (si
RNA
) are produced and mostly map to the 3′ end of single‐guide
RNA
s (sg
RNA
), although very low levels of si
RNA
s map to the spacer region as well. However, these si
RNA
s are not responsible for the inhibited Ca
MV
infection because there is no resistance if Cas9 is not present. We have also observed edited viruses in systematically infected leaves in some transgenic plants, with short deletions or insertions consistent with Cas9‐induced
DNA
breaks at the sg
RNA
target sites in coat protein coding sequence. These edited coat proteins, in most cases, led to earlier translation stop and thus, nonfunctional coat proteins. We also recovered wild‐type
CP
sequence in these infected transgenic plants, suggesting these edited viral genomes were packaged by wild‐type coat proteins. Our data demonstrate that the
CRISPR
‐Cas9 system can be used for virus control against plant pararetroviruses with further modifications.