Picking web safe colors was a big deal from 1995 to 1997, when people's computers at work were often very limited in how many colors they could display. Picking fancy colors was a big problem then. Now, most monitors can display so many colors that it doesn't matter as much.
The following color chart is a good way to pick safe standards web colors.
