Since the law of individual molecule is governed by Quantum Mechanics, and the interaction of large number of molecule is governed by Statistical Mechanics, can we derive Statistical Mechanics from Quantum Mechanics?
We certainly apply statistical mechanics to quantum systems. In fact, that is where it most often comes up in a useful way. Consider some canonical examples like the Ising model, blackbody radiation, and Bose-Einstein condensation.
But the power of statistical mechanics is that it is formulated in a manner that is independent of the kinematics of the systems being described. All it relies on an enumeration of the microstates a system can be in, and the energy associated with each microstate. It does not deal with the details of the equations of motion governing the system (i.e., the Schrodinger equation is not used explicitly). Statistical mechanics provides a framework for tracking the flow of information (entropy) in a system using laws of probability, and in that sense it is too fundamental to be derived from a theory like quantum mechanics.
EDIT: I should clarify that the principles of statistical mechanics on their own are not completely sufficient to describe a system of many particles. Some details of quantum mechanics will be needed in order to enumerate the microstates and their energy. The point is that even if the laws of quantum mechanics were slightly different, the principles of statistical mechanics would still be used in the same way to describe the many-particle system.
For a rigorous derivation of statistical mechanics from quantum mechanics see Chapters 8-10 of my book: Classical and Quantum Mechanics via Lie algebras http://lanl.arxiv.org/abs/0810.1019
The basics of statistical mechanics are no more than ordinary probability theory so it's pure maths which can be applied to any abstract system like a set or marbles. In other words, statmech is a handy tool to apply probability theory to a system, but it doesn't contain any new physical law. Therefore you obviously cannot derive it from QM, but you can check if QM satisfies the presuppositions of statistical mechanics and hence apply statmech to QM.
Already in the 1920s Darwin and Fowler started with the Quantum Theory as their basis, and went on to derive the usual statistical mechanical results rigorously. Now in principle, you could do the analogous thing even without the assumption that each microstate had equal probability: you could postulate any rule for «weighting» the micro-states you want, try to imitate their calculations, and compare the results with experiment, which is what they did for their particular rule, the usual one mentioned here, of weighting each state equally (they explained why they would not use the word «probability» but instead the neutral term, «weight».
In the 1940s, Schroedinger complained about the assumption that a microstate was the occupation of an energy level, i.e., that the microstates were (basically) the stationary states. He said that to be really logical, one would have to treat any, even time-varying, pure state given by a wave function as a possible micro-state, and then show that you would get the same answers as you did by making the traditional assumption of a discrete (basis) set of stationary micro-states. But he, plaintively, admitted that that task was still impossible, so he was going to teach the usual method in spite of this defect.
I strongly recommend learning the foundations of Statistical Mechanics from Schroedinger's little volume of Dublin lectures, except the last chapter, (for the physicist's point of view) plus the first half of Khintchine's book (amazingly, published in Moscow in 1943) The Mathematical Foundations of Statistical Mechanics (but skipping almost all the proofs, of course).