Securities regulators began investigating last year whether Tesla Inc. misled investors about its Model 3 car production problems, according to people familiar with the matter.

The Securities and Exchange Commission subpoenaed a parts supplier for the auto maker as part of the probe, one of the people said, well before the regulators began looking into Elon Musk’s tweet last week about taking the company private.

Regulators...