In a stunning and unprecedented move, Toyota Motor Corp. on Tuesday halted sales of most of its popular models in the U.S. in response to growing concerns that possible defects may cause the vehicles to accelerate unintentionally.

The Japanese car maker, which long has been viewed as the leader in automotive quality, said it told its dealers...