In the 2016 Legislative Council election, he lost his seat to the pro-democrat candidate Yiu Chung-yim in a three-way contest. After Yiu was disqualified for his conduct during the oath-taking process, Tse ran in the 2018 by-election and successfully retook the seat by defeating independent democrat Paul Zimmerman with nearly 3,000 votes.