WASHINGTON—President Trump’s re-election campaign said it no longer would approve credentials for Bloomberg News reporters after the company said it wouldn’t investigate Democratic presidential candidates while its owner, Mike Bloomberg, sought the party’s nomination.

It isn’t known what effect the Trump campaign policy might have without a similar decision by the White House. Bloomberg News occupies one of a handful of permanent seats in the White House press corps travel pool, which means a Bloomberg News reporter is with...