The glitzy event draws celebrities, journalists and politicians, normally including the US president.
Mr Trump said he would not attend a day after the White House excluded several major broadcasters and newspapers from a press briefing.
He has frequently described negative news coverage as "fake".
However, he has not provided any evidence for his claims.
The announcement comes as relations between the White House and some media outlets continue to deteriorate.