We've taken pictures, it's just as boring as the side that faces us.
The word "dark" is a bit misleading. It's not dark or anything, it's just that one side always faces the Earth.
I think it's called tidal locking, and is common in moons since they orbit closely and quickly.
Far side of the Moon - Wikipedia, the free encyclopedia