A method for managing a flash memory module, an associated flash memory controller and an associated electronic device are provided, wherein the method includes: when the flash memory module is powered on, and a garbage collection operation is not finished before the flash memory module is powered on: determining a progress of the garbage collection operation to generate a determination result; and determining to discard a target block in the garbage collection operation or to write dummy data into remaining pages of the target block according to the determination result.