The Mobs don't change difficulty based on player progress, they only scale up difficulty if multiple players are present, to account for all the extra "firepower" against them.

In solo play there is no scaling.... Example: the first boss is going to remain it's default difficulty whether the player is brand new or fully kitted out and leveled up.