Musk has said he intends to spend heavily on the state elections in Virginia and New Jersey this year.
Democrats hold a one-seat majority in the state House, having returned to power in 2023 by just 975 votes.
The governor's race is expected to be between former Democrat Rep. Abigail Spanberger and Lt. Gov. Republican Winsome Earle-Sears.