Textures take up too much RAM

I’m working on a big scene, I’m not using too much vertices and polygons, but I’m using objects with textures which take up a lot of RAM. For example the texture of a single object takes up about 400 mb of RAM…

Why textures take up so much space?
How can I take up less RAM space without giving up textures?