Speaking together, the people quote a Psalm of David from the Old Testament. Here the word "they" refers to the rest of the believers, but not to Peter and John.
The phrase "their own people" refers to the rest of the believers. Alternate translation: "went to the other believers" (See: [[rc://en/ta/man/translate/figs-explicit]])