Basically, it means "done for no apparent reason; absurd behavior or circumstances. The etymology of the words and the phrase itself appear to be French in origin; "ni rime ni raison".
What Does The Idiom "Without Rhyme Or Reason" Mean?
Something that happens in a way that is inexplicable
It means rhyme or reason
No chance