Light Yagami manipulates Misa Amane's memories by using the Death Note to make her forget certain events or information that could potentially reveal his true identity as Kira. This manipulation involves writing specific instructions in the Death Note that cause Misa to forget crucial details or to believe false memories, ultimately safeguarding Light's secret from being exposed.