"Quite simply, my view is a dead terrorist can't cause any harm to Britain," he told the tabloid.
"We should do everything we can do to destroy and eliminate that threat," he added.
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The issue came into sharp focus in 2014 when British citizen Mohammed Emwazi -- also known as "Jihadi John" -- appeared in IS propaganda videos showing the beheading of a number of captives.
Williamson, who became defence chief last month after Michael Fallon resigned over allegations of misconduct, vowed that fighters who fled to other countries would also be tracked and refused passage back to Britain.
"We have got to make sure that as (they) splinter and as they disperse across Iraq and Syria and other areas, we continue to hunt them down," he told the Mail.
"Make sure there is no safe space for them, that they can't go to other countries preaching their hate, preaching their cult of death."
His interview came hours after two men appeared in London court charged with a plot to kill British Prime Minister Theresa May.
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