Serb media reports said Miro Markovic and Marko Milosevic, Milosevic's widow and son, had received asylum in Russia.
"We have no such information," a ministry official said.
Milosevic led Yugoslavia into war and international isolation, culminating in the NATO bombing of the country in 1999.