How to control/configure vim colors

vim colors FAQ: Can you provide details on how to control/configure colors in the vim editor (vim color settings)?

When using vim syntax highlighting, a common complaint is that the default color scheme is a little too bold. In this article I'll try to demonstrate how you can change the colors in vim to be a little more pleasing, or at least be more in your control.