Is there a state of matter in which the molecules are not moving at all? What is this phenomenon known as?

No

Explanation:

There is no possible physical way for there to be an object without the molecules moving. There is a temperature called absolute zero,* however, there will always be some form of heat to touch everything, so nothing will ever be "frozen solid."

there are two significant figures.