To offer an explanation for something embarrassing, problematic, or incriminating in order to make it seem less serious or important.
"The minister struggled to explain away the contradictions in his earlier statement."
You can't explain away the deaths of 135,000 Iraqi civilians.
— George Galloway, speech to the US Senate, 2005