WASHINGTON—President Donald Trump isn’t backing down from his unsubstantiated assertion that he was the target of surveillance by the previous administration, despite a bipartisan statement from the Senate Intelligence Committee leaders on Thursday that they have seen no evidence for such a claim.

“He stands by it,” White House press secretary Sean Spicer said, referring to the president, during his Thursday news briefing.

Senate...