BERLIN—Germany’s leading auto makers have thrown their support behind the abolition of all import tariffs for cars between the European Union and the U.S. in an effort to find a peaceful solution to the brewing trade war.

The U.S. ambassador to Germany, Richard Grenell, brought the proposal for a broader industry trade pact to the Trump administration on Wednesday, according to people familiar with the situation.

That...