Rapid Evolution _does_ happen also. Foster's Rule can happen in under 100 years.
"Evolutionary Scale" time ranges is normally what we associate with the ability to evolve entirely new body morphologies. However, for simple changes in length of existing structures often only several generations is required (a few decades).