Holmes is an old man who has retired 35 years ago after a particular case. Now that his memory slowly fades away, he decides to reconstruct the story of that last case that caused him to retire.
This results in flashbacks and two interlacing stories. It is not badly done, but very drowsy. Perhaps the director wanted to keep the atmosphere of the Sherlock Holmes books.