Boris Johnson accused Venezuela’s president of behaving like the “dictator of an evil regime” after two of the country’s leading opposition leaders were seized from their homes at night by state security agents.

The Foreign Secretary stepped up his attacks on Nicolas Maduro as he appeared to crack down on his enemies after a widely disputed vote to give his ruling socialist party nearly unlimited powers.

The South American country’s National Electoral Council has said more than eight million people voted to grant Mr Maduro’s government the powers with a constitutional assembly, but the turnout is disputed by political opponents.

On Tuesday relatives and allies of two of the country’s leading opposition figures – Leopoldo Lopez and former Caracas mayor Antonio Ledezma – reported on social media that they had been detained by the state.

Both had recently posted videos online criticising Mr Maduro’s decision to hold the vote for a constitutional assembly with the power to overhaul the country’s political system.

Leopoldo Lopez Opposition leader Leopoldo Lopez claims he has been arrested (Fernando Llano/AP)

Mr Johnson tweeted: “Maduro acting like a dictator of an evil regime and has destroyed Venezuelan economy, eroded human rights + imprisoned thousands”.

In another post, he added: “Hundreds have died during protests against Maduro’s actions. Political prisoners must be released + rights, freedoms + democracy respected.”

Mr Maduro called the vote for a constitutional assembly in May after a month of protests against his government, which has overseen Venezuela’s descent into a devastating crisis during its four years in power.

Nicolas MaduroVenezuela president Nicolas Maduro won a widely disputed vote to give his ruling socialist party nearly unlimited powers (Miraflores Press Office via AP)

Plunging oil prices and widespread corruption have left the formerly prosperous nation struggling with widespread shortages of food and medicine.

The winners among the 5,500 ruling-party candidates running for 545 seats in Mr Maduro’s new constituent assembly will have the task of rewriting the country’s constitution and will have powers above and beyond other state institutions, including the opposition-controlled congress.

The United States has reacted to the election by imposing financial sanctions on Mr Maduro, who Donald Trump’s national security adviser H R McMaster also described as “a dictator”.

But the Venezuelan president remained defiant, insisting on national television that the sanctions “don’t intimidate me for a moment”, adding: “I don’t listen to orders from the empire, not now or ever”.