Nevens described the experience as “frightening” but added that the group was able to “leave safely”.
She said: “What we experienced was only a small fraction of the terrifying reality Palestinians face when they try to cross the same border to reach their families or simply go about their lives.”
About 2,000 Palestinian residents have been displaced in Hebron, a city in the southern West Bank, in recent days.
Footage shared online appeared to show one street being completely flattened by bulldozers.
That came as a reprisal for the killing of two Israeli soldiers by Palestinian gunmen.
Several other attacks on Palestinians during the annual olive harvest have also been reported in the run-up to the elections.
They are the first since the 7 October Hamas-led attack on Israel in 2023.
A spokesperson for the SNP said the party was “proud to stand with the Palestinian people”.