TORONTO—Deciem founder Brandon Truaxe, whose erratic behavior led to his being stripped of his CEO role at the popular skin-care company, died on Sunday.

Officials at Toronto-based Deciem advised staff and others in emails Monday morning of his death, and no cause was given. He was 40.

Toronto police said they recovered a body Sunday afternoon...