The phrase “without rhyme or reason” means: lacking in sense or justification.
The French still say, ni rime ni raison; but we borrowed the saying from the French of the late Middle Ages, na Ryme ne Raison, as reported by W. W. Skeat some years ago in Notes & Queries.
English usage dates from the early sixteenth century.