Welcome to EF, Rob Offski. It's an idiom involving would rather. If only one person is in question, the plain infinitive is of course used since would is a defective/modal auxiliary: I would rather do it myself.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.