CHEMNITZ, Germany—Authorities said a 22-year-old Syrian refugee arrested after a two-day manhunt had been plotting to attack airports in Berlin and was captured only after fellow Syrians tied him up and turned him in.

The man—who had received asylum in Germany last year and sparked the international search after eluding police on Saturday—is suspected of planning a suicide bombing, officials say.

German...