From what I can tell, no. From the IRS: "There is no tax on distributions if they are for enrollment or
attendance at an eligible educational institution. This includes any
public, private or religious school that provides elementary or
secondary education as determined under state law. Virtually all
accredited public, nonprofit and proprietary (privately owned
profit-making) post-secondary institutions are eligible."
