Airline passengers might soon have to leave their emotional-support animals at home.

A new rule proposed by the U.S. Department of Transportation would permit airlines to stop accepting emotional-support animals on planes, allowing only service dogs that are professionally trained to perform tasks or assist passengers with disabilities, including psychiatric disorders.

Airlines...