This is just a copy/paste of post I made in another thread..
When solving the SE by the method of separation of variables, we find that the time dependant part of the solution is \exp{iEt/\hbar}, and the position dependant part satisfies the time-independant SE. Denote \psi(x) the solution to the time independant SE for a given potential. Then the general solution to the SE is \Psi(x,t)=\psi(x)e^{iEt/\hbar}, and according to the Born interpretation, \Psi \Psi^* is a probability density function for the position of the particle. But \Psi \Psi^* = \psi\psi^*. I.e. the probability density is is time independant!
From there, showing that the normalisation constant is time-independant is just one step away.