The allegations have not been proven.
The Herald has reached out to Burke for comment.
Chris Brooks, the chief executive of Regional Facilities Auckland and acting director of Auckland Art Gallery Toi o Tāmaki, said his team were aware of the reported investigation.
"However, out of consideration for privacy and any due process that may follow, RFA will not – as in all cases of this type – be making any further statement," he said.
Brooks wouldn't confirm how his team heard about the reported investigation or whether or not they knew about it before Burke was hired.
The Herald has also sought comment from the Saskatchewan Human Rights Commission and from the Remai Modern gallery.
CBC said it had obtained a document showing the complaint had been filed to Saskatchewan's Human Rights Commission but that the document didn't detail the specifics of the allegation.
The commission's investigator Lewanna Dubra wrote in the document that her aim in investigating the complaint was to determine the facts and gather information.
Dubray was seeking information from the complainant, Burke and "all potential witnesses".
New Zealander Burke has worked as director of the Govett-Brewster Art Gallery in New Plymouth and assistant director of the Wellington City Art Gallery.
He also spent three years at the Arts Council of New Zealand.
He left New Zealand in 2005 to run The Power Plant in Toronto "where he increased visitation by more than 250 per cent and, in partnership with Sotheby's NY, initiated the most successful fundraising event in the gallery's history", according to an Auckland Art Gallery release.
In his most recent role as chief executive of Remai Modern, Burke oversaw a $180 million fundraising campaign and construction of a new art museum building.
"Under Gregory's leadership, Remai Modern attracted over 450,000 visitors in its first year of operation," Auckland Art Gallery chief executive Chris Brooks said in a media release on Burke's appointment.
This was "240 per cent more than anticipated in a city of only 300,000 people, with 40 per cent of visitors from outside the region."