WASHINGTON—Some Republican lawmakers want to out the whistleblower whose complaint set off the impeachment inquiry and are amplifying articles in conservative media outlets that assert theories about the person’s identity.

In recent days, several conservative publications have named a person they speculate is the whistleblower. Sen. Rand Paul of Kentucky and a handful of other Republican lawmakers have shared links on Twitter to those articles.

The...