Method: compress the picture.
Lower version of office (2003, 2007): Select a picture-right click-format the picture-compress.
Office Advanced Edition (20 10, 20 13, 20 16): Select Picture-Format-Compress Picture.
You can choose to compress all the pictures in the selected picture or document, or you can choose the compression ratio.