The military said soldiers were attacked as they went to detain the suspect in the city of Jenin.
Two Palestinians and two soldiers were wounded in the confrontation, the military said.
Afterwards, locals held angry protests against Israel and the Palestinian Authority, Reuters news agency said.
Israel and the Palestinians resumed peace talks earlier this month after a three-year hiatus.
Voice of Russia, BBC.