Hello
I do not know how small your RT differences are, but the article The keyboards are (still) all right in response time experiments | Behavior Research Methods states that the variance of your RT device only reduces your power in certain situations. You could compensate for this loss of power by testing a few more participants or by increasing the number of trials. Perhaps this is a simple avenue to follow?
Best wishes Jens