How to define a custom RGB background colour in VIM?

Is it possible to define a custom RGB colour for the background colour of VIM?

At the moment I use set background=dark in my .vimrc which assigns #5D5D5D for the background colour. However, I would prefer to have #3F3F3F for my background colour.