The molecular mode controlling cucumber green mottle mosaic virus (CGMMV)‐induced watermelon blood flesh disease (WBFD) is largely unknown. In this study, we have found that application of exogenous boron suppressed CGMMV infection in watermelon fruit and alleviated WBFD symptoms. Our transcriptome analysis showed that the most up‐regulated differentially expressed genes (DEGs) were associated with polyamine and auxin biosynthesis, abscisic acid catabolism, defence‐related pathways, cell wall modification, and energy and secondary metabolism, while the down‐regulated DEGs were mostly involved in ethylene biosynthesis, cell wall catabolism, and plasma membrane functions. Our virus‐induced gene silencing results showed that silencing of
SPDS
expression in watermelon resulted in a higher putrescine content and an inhibited CGMMV infection correlating with no WBFD symptoms.
SBT
and
TUBB1
were also required for CGMMV infection. In contrast, silencing of
XTH23
and
PE/PEI7
(low‐level lignin, cellulose and pectin) and
ATPS1
(low‐level glutathione) promoted CGMMV accumulation. Furthermore,
RAP2‐3
,
MYB6
,
WRKY12
,
H2A
, and
DnaJ11
are likely to participate in host antiviral resistance. In addition, a higher (spermidine + spermine):putrescine ratio, malondialdehyde content, and lactic acid content were responsible for fruit decay and acidification. Our results provide new knowledge on the roles of boron in watermelon resistance to CGMMV‐induced WBFD. This new knowledge can be used to design better control methods for CGMMV in the field and to breed CGMMV resistant watermelon and other cucurbit crops.