Sad memories always haunt that child.

Literal

Sad memories [subject-が] always that child [onto-に] cling.

つきまとう means 'to follow persistently, haunt.' ~ている marks the ongoing state. 悲しい思い出 = 'sad memories.' A poignant image of inescapable grief.