John Kelley (@johnhedge), former Apple security engineer, says that Secure Enclave isn't protected against that kind of tampering, so that's not a solution, either. Until manufacturers start going to embedded HSMs, anyway.
Make sure you set high enough LUKS master key iteration counts, and/or very complex password, so that they can't image the LUKS header and brute-force your passphrase off-device.
So power it on? It will still boot with encryption. Isn't Android encryption is an extension of ext4 and only protects some data. It's not full disk / LUKS last I knew.