There is a contradiction in his reasoning.
That line of argument lacks persuasiveness.
syllogism
evasive debating tactic by quibbling over definitions
dilemma
circular reasoning; circular logic
Compound of 論 (argument, theory) and 法 (method, law). The exact historical derivation is uncertain, but the combination naturally yields 'method of argument'.