The Canadian rapper sued for defamation and harassment, and accused the record company behind both artists of boosting his rival.

Drake just took a big legal loss against his own record label ... because his federal defamation suit against Universal Music Group has been thrown out of court.

"From the outset, this suit was an affront to all artists and their creative expression and never should have seen the light of day."