This is a famous problem known as the [Hamburger moment problem][1]. It is possible though to get the same result for the normal distribution with a much smaller number of assumptions than requiring convergence for all moments with $k\geq1$.


  [1]: http://en.wikipedia.org/wiki/Hamburger_moment_problem