Why don't spaceships rotate to cause artificial gravity?

We all know the pictures of the astronauts on the ISS floating around. We also suspect that a lack of gravity is bad for the body as the muscles go weak and such.

Why don't spaceships just rotate to cause the effect of artificial gravity through centrifugal forces?