Why does the frictional force decrease with the increase of angle of inclination?
 
 The frictional force is calculated by the normal force * the coefficient of friction. 
 
 The normal force is mg*cos(angle). 
 
 When the angle is 0, the normal force is mg. 
 
 However, as the angle increases, cos(angle) decreases and so mg*cos(angle) decreases.
 
 So the normal force decreases as the angle of inclination increases. 
 
 It follows that the frictional force decreases since the frictional force is the normal force * the coefficient of friction.