The truth will always stand! Your new employer will want the truth. And you just might get a tad bit more respect for trying to better yourself. And you will certainly feel better about yourself.
ANSWER: Unless, of course, that reason for leaving over money was embezzlement. It would probably be prudent to keep that to yourself.