Why are the houses of Rainbow Row painted different colors?

According to Wikipedia, Rainbow Row is the name for a series of colorful historic houses in Charleston, South Carolina. The houses are located north of Tradd St. and south of Elliot St. on East Bay Street.
It is referred to as Rainbow Row for the pastel colors used to paint all of the houses. It is [...]