No. Normally you have to return items that were stolen from someone even if you purchased them without knowing they were stolen. But money is an exception. See:
https://en.wikipedia.org/wiki/Nemo_dat_quod_non_habet
(I don’t know whether Bitcoin would be treated as money for these purposes…)