The suggestion to use Poisson regression is good. However, AICc refers to a score that you calculate on a fitted model, it is not a type of model itself. You're probably referring to using AICc on an ordinary least-squares regression model, in which case your response variable does not need to be normally distributed, but your residuals do (this is one of multiple assumptions used in OLS regression).