We give a new definition of fractional derivative and fractional integral. The form of the definition shows that it is the most natural definition, and the most fruitful one. The definition for coincides with the classical definitions on polynomials (up to a constant). Further, if , the definition coincides with the classical definition of first derivative. We give some applications to fractional differential equations.