Let me tell you what to do:

fix yourself up, wear something casual but nice and flattering, boost your confidence, and go!! Tell him afterwards that you really enjoy the rehearsal and he is great. Then you leave because you have lunch/dinner with someone (no need to say male or female), or shopping to do, or ...If he invite you for anything that day, DO NOT accept but say "maybe later some day".