The correlation coefficient is a good description of the strength of many relationships, but does not adequately describe others.
A scatterplot should always be examined to help assess whether there are features in the data that the correlation coefficient cannot describe.
Anscomb's data
The important message is:
Don't just calculate summary statistics, look at a scatterplot of the data too.