Now I have found it. Since the kernel is not in the encrypted partition, I ruled out encryption as the cause. Then when I noticed that there is an EFI partition on the stick, but the GRUB comes through the BIOS, I suspected that as the cause. So I installed the GRUB into the EFI partition and now the computer boots fast too. Maybe it helps someone else to solve the problem.
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