The implication is that she was simply too young to recall anything distinctly. She has some memory of being left, but a combination of the trauma of the event and post-traumatic stress (life on Jakku is hard) seem to have blocked out whatever was left. There's no evidence that her memory has been tampered with.
Absentmindedly, Rey mimicked the mother’s loving gesture, softly
stroking the salvage in her hand. Rey had no memory of her parents.
She didn’t know why they had taken her to Jakku, or why they had left
her there. For all she knew, they were long dead. Yet Rey couldn’t
help hoping that one day a transport would arrive and her parents
would walk down the ship’s ramp and back into her life.
The Force Awakens: Rey's Story
Notably, a later (also canon) story conflicts with this. She remembers some information about her parent, including their names.
Just a few hours earlier, they dared to think that maybe . . . they’d
made it? They’d gotten out of their homestead, their all-purpose house
droid, handcrafted from more scrap and salvage, sacrificing itself as
it led the hunters astray. Then they found the ship (truth be told,
they had long ago earmarked it for such a day—a day they hoped would
never come). Launched it, just themselves, a bag of toys and books and
a handful of credits, the clothes on their backs. Pointed the
navicomputer along a vector that would take them way out of range (so
they hoped). And buckled in for the ride.
But now? The ship had barely survived the initial trip. Escaping to
Wild Space had been a desperate move, but was far from the endgame. It
was supposed to be where they could hide, just for a while, take the
time to make a plan and plot a course.
Those options now seemed decidedly more limited as they floated
adrift. They’d escaped Jakku, only to . . . what? Die in the cold
reaches of space, the old freighter now nothing but a tomb for the
three of them, lost forever on the outskirts of the galaxy, their
passing unmourned, their names unremembered.
Dathan, Miramir.
Rey.
'Star Wars: Shadow of the Sith' exclusive excerpt: Rey's parents showcased in Luke Skywalker-centric story