On reducing the volume, the number of molecules per unit volume increases. Hence a large number of molecules collide with the walls of the vessel per second and a larger momentum is transferred to the wall per second. This increases the pressure of the gas.
On reducing the volume of a gas at constant temperature, the pressure of the gas increases. Explain it on the basis of kinetic theory