B.C.
I think it's the resolution that's making your scanned files so large.
The higher the resolution, the more crisp and clear your pictures are but it can make your files huge.
If you can lower the resolution the files will be smaller but if you go too low the pictures will start to look blurry - play with it a bit till you get something that works for you.
You can always scan them as they are now and reduce the resolution later on with some photo editor software.
You can recover from too high a resolution at scan time but if it's too low, there's no fix for it.
I'd error on the side of a higher resolution (but maybe not as high as you have yours right now).
Disk is cheap.
You can always get a large external drive on which to store your photo collection.