The objective of poverty alleviation is to achieve inclusive growth, inclusive growth and poverty reduction have internal theoretical logic connection, poverty alleviation cannot do without efficient financial support. At present, the notion of financial poverty reduction is deviating, we pays too much attention to the short-term effect of poverty alleviation and so on in China. Therefore, it is urgent to innovate a new financial poverty reduction model. Inclusive financial poverty reduction model, which is based on inclusive financial system, is to achieve effective combination of poverty alleviation funds and poverty alleviation ability, pay attention to poverty alleviation sustainability. It is conducive to achieve inclusive growth. In the future, we should set up new notion of inclusive finance poverty reduction, improve the poor intrinsic ability of getting rid of poverty, make up the ＂short board＂ of inclusive financial system, construct effective risk compensation and sharing mechanism, implement the new inclusive financial poverty reduction model in China.