Four fire trucks and a specialist hazardous appliance truck attended the scene.
The COVID-19 pandemic wiped millions of dollars off universities' balance sheets last year.
The house was bought as a home for incoming vice-chancellor Dawn Freshwater.
The house was the most expensive on the shortlist of three.
They were told not to discuss topics including Tiananmen Square and the Hong Kong protests.