What is the implication of non-linearity of parameter in a regression model?

Non-linearity in variables can have direct implication on the functional form of the regression model. But why does linearity or non-linearity of parameter(s) matter because a parameter is a constant and the square (or whatever operation) of a constant still is a constant?