NASA chief Charles Bolden is coming under fire for his efforts to secure generous lifetime health benefits for former astronauts, including himself, in the latest controversy over his leadership.

Opponents object to the plan—which also would provide coverage for the astronauts' spouses and children—because they say that Mr. Bolden stands to personally benefit, and that it gives preferential treatment to a single group of agency retirees.

The...