The arrests were made on Sunday by police and fisheries officers.
A police statement said the boats were caught fishing illegally off the reef Indespensable Reef about 50 kilometres south of Rennell Island.
A total of 43 crew members were detained.
The arrests came after police received reports of blue boat activity from communities in Makira Province.