Step 1: Alternative conjunction:
'Although' can be used in place of 'Though' with identical meaning and grammatical structure.
Step 2: Rewritten version:
Although he is poor, he is not dishonest.
Final Answer:
Although he is poor, he is not dishonest. (equally correct)