The SDSS FITS files are in MEF (multi-extension FITS) format, and so you need to specify the image extension to the iraf task, e.g.
cl> imstat sdss.fits[1]
where the "[1]" specifies image extension one (the usual image, others include BINTABLES that cannot be used with image tasks)...