We introduce a microscopic model for the dynamics of the order book to study how the lack of liquidity influences price fluctuations. We use the average density of the stored orders (granularity g) as a proxy for liquidity. This leads to a Price Impact Surface which depends on both volume omega and g. The dependence on the volume (averaged over the granularity) of the Price Impact Surface is found to be a concave power law function aOE (c) I dagger(omega,g)>(g)similar to omega(delta) with delta a parts per thousand 0.59. Instead the dependence on the granularity is phi(omega,g|omega)similar to g(alpha) with alpha a parts per thousand-1, showing a divergence of price fluctuations in the limit g -> 0. Moreover, even in intermediate situations...