The deceased were identified as K Srinivasa Rao (26) and C Durga Lakshmi (18), both working at Brandix India Apparel City at Atchutapuram.
They were afraid of informing the parents about their affair because they belonged to different castes, said inspector G Chandra.
The locals found their bodies this morning.