ISLAMABAD—Cricketer-turned-politician Imran Khan called for widespread civil disobedience in Pakistan, urging supporters to stop paying taxes and utility bills in a bid to oust the government of Prime Minister Nawaz Sharif.

(Imran Khan update: Pakistan protesters March on Parliament).

The populist politician also raised the stakes. In a speech...