The phrase “turn the page” means to begin to behave in a more positive way after a period of difficulties.
Some Excerpts:
From TV shows, movies and novels
The Women
Meg Ryan (Mary Haines) and Jada Pinkett Smith (Alex Fisher) used the phrase “turn the page” while talking to Debra Messing (Edie Cohen) in the movie “The Women” as shown below: