Will the TOM Points I earn from the membership expire when the membership ends?

Nope! They follow the same expiration rules as all other TOM Points and are good to use even after the membership period ends. You can find more detailed information about TOM Points here. As long as you're a member of TOM Premium and keep earning TOM Points for renewals, you shouldn't ever have to worry about your TOM Points expiring.