With reproducible builds, you do not need to trust that the system that build the binary was not compromised, because this would be detected immediately.
Source compromises are still an issue, but there is a much bigger change that they are detected. Also if there is a compromise, reproducible builds allow you to later track it to the source. For an infected binary it is much more difficult to understand how it got there and what else might be compromised.