“Jose Padilla didn’t conspire to assassinate a US president.”
Not really relevant, since only the “enemy combatant” part of your question might have any impact on how someone would be treated judicially.
If you conspire with a foreign agent to bring harm to the US president, you are engaging in an act of war and you are an enemy combatant.