They EVENTUALLY searched the trunk. We see scenes from a helicopter during the night.
What remains debatable is if they searched the car to throw out the clothing items as Uncle Chip claims and to mention a rifle and a shotgun on the scanner early on in the incident.
The shotgun reference could have been because they saw a shotgun inside OR they saw the shells.
OR they were psychic and used clairvoyance.