The simplest answer is that the protuberances on the rough surfaces have inelastic collisions on each other and thus have a macroscopic tendency to impede motion.
Is there any more comprehensive and complete theory about how friction rises?
Is f=μN a theoretical conclusion or an approximate experimental result?
Why is the magnitude of friction LINEARLY proportional to the normal force exerted on the contact surface?
