Well, that's because saving as jpeg from Photoshop will always recompress the image. Saving from the Web to your computer just copies all the information, with no recompression at all.
Also, I recommend TIF or PNG files (both lossless) as opposed to BMP (lossless, but larger file sizes). I tend to use PNG files the majority of the time.