WARNING: This page is about a different car, the 2016 Subaru Outback and 2016 Subaru Legacy. However, it is still accessible from the selected car via links, so may be relevant.
Rotate the bulb socket in the direction of arrow shown in the figure to remove the side marker light bulb.