Question: what is the difference between reason and why?
Answer: Yes, “the reason why” and “the reason is because” are redundant — guilty as charged. ... In “the reason why,” why is a conjunction linking the noun reason to the phrase “you took my book.” (Equivalent usage includes the phrases “the place where” and “the time when.”) But because is a conjunction, too.