There was something in his manner of emphasizing the word “peculiar,” which caused me to shudder, without knowing why. “No, nothing peculiar,” I said; “nothing more, at least, than we both saw stated in the paper.”
We see that the attitudes of the narrator and Dupin toward the case are so different. And the narrator's perspective is more like usual but this case is obviously strange and peculiar as it is mentioned. Therefore, this two sentences highlight again and alert the reader - the case should be thought the other sad around.