If the infinitive contains an a in the appropriate place, then the past tense does, too:
teach - taught
catch - caught
Conversely, the lack of an "a" remains in
think - thought
buy - bought
wring - wrought (I think *g*)
Is there a better version of that rule? Is it even correct?