I stayed in the Huertas area in 1998 and this summer, 2004.
No problems whatsoever, walked and metro-ed around at any time. Well, until midnight at least - I am an old delicate woman, see

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No problems with finding places to stay. ( I just walked into one of the plenty pensiones and got a v small but neat room for 15 € per night.)
Later this summer I stayed on Calle Hortaleza, no problems there either, however the area felt a bit more dodgy, but nobody hassled me or anything like that.