The rate of chemical reaction depends on the nature of reactants because

The rate of a chemical reaction depends on the nature of reactants because the number of bonds broken in the reactant molecules and the number of bonds formed in product molecules changes.

In other words, the ease with which bonds are formed and the ease with which bonds are broken determines the rate of the chemical reaction.