Contacts in the early part of the 57-lap race pushed Hulkenberg and Perez further down the grid.
Hulkenberg had qualified eighth while his Mexican teammate was eliminated in Q1 and started 18th on the grid.
Force India had collected six points from the season opener in Melbourne where Hulkenberg finished seventh.