"If the point-cloud is an amorphous blob, the correlation is close to zero."

A true statement, but it is neither a necessary or sufficient condition for correlation close to zero. For example, if the y-values fall exactly on a parabola with axis of symmetry at zero, from –x to +x, you will have zero correlation, but not an amorphous blob.