One possible reason could be the pressure he feels in Konoha. Naruto has always been an outcast in the village to some extent. People used to fear and shun him because of the Nine - Tails inside him. He might feel that running away would be a way to escape all that negative attention and find a place where he could be himself without the constant reminder of his 'otherness'.
Another reason could be that Naruto is being targeted by a powerful enemy within Konoha. He doesn't want to put his friends and the village at risk, so he runs away to draw the enemy away from Konoha. This would show his selfless side, sacrificing his own safety for the greater good of the village.
Perhaps she is being chased by some unknown enemies in Konoha who are after her for some reason. She might think that running away from Konoha is the only way to protect herself and those she cares about. It could also be that she has a new mission or purpose that she believes can only be achieved outside of Konoha, and she is willing to sacrifice her life in the village for it.
One reason could be that he feels misunderstood by the villagers. Despite all he has done for Konoha, some still hold grudges or are afraid of his power. Another might be that he wants to explore the world on his own terms, away from the responsibilities and restrictions of Konoha. Maybe he also feels a sense of loneliness there, as he has lost many important people and the village constantly reminds him of those losses.
One reason could be a misunderstanding within the family. Maybe Naruto feels that his family doesn't understand his dreams or his ninja way. For example, if his family has different expectations for him, like wanting him to focus on clan duties instead of his own adventures and growth as a ninja. Another reason might be that he discovers a dark secret about his family and can't bear to be associated with it, so he runs away to find his own truth.
Maybe he discovers some dark secrets about his family. For example, if his parents were involved in something he considered unethical in the fanfic's plot. It could be that they were part of a group with a hidden and evil agenda.
Another reason could be for the sake of protecting the village. Maybe he discovers some sort of threat that he believes he can only face by leaving Konoha. He doesn't want the village to be in danger because of him, so he runs away to draw the danger away from Konoha.
One possible reason could be that he felt misunderstood. In the village, Naruto was often ostracized despite his good intentions. Maybe he got tired of trying to prove himself and just ran away. For example, when the villagers still saw him as the nine - tailed fox rather than Naruto, it might have pushed him to leave.
One possible reason could be that Naruto feels like an outcast. Despite being part of Team 7, he might think that Sasuke and Sakura are closer to each other. Naruto has always been alone before joining the team, and if he feels excluded again, it could lead to him running away. Also, he might be afraid of endangering his teammates. Naruto often attracts trouble because of the Nine - Tails inside him. He may think that by leaving, he can keep his friends safe from the enemies who are after him for the power of the Nine - Tails.
One possible reason could be feeling ostracized. In the Naruto world, being different is often not easily accepted. As a female Naruto, she might face even more scrutiny and prejudice. Maybe she's tired of the constant expectations and the way she's treated in Konoha, so she decides to run away to find a place where she can be herself.
One possible reason could be that Naruto feels misunderstood in Konoha. Maybe some villagers still hold grudges against him despite his efforts to protect the village. He might run out to find a place where he can truly be accepted for who he is.