Why playing with two players the Runner has caught two Fish tokens and was caught by the Catcher once, if the Cather pushes the Runner through the last door, does the Runner get his last Fish token?

In a two player game, as soon as the Catcher touches the Runner, the Runner is considered to be "Caught" and he can't get anything else.