The pairing that began in 2002 has combined for five Verizon IndyCar Series titles, including this year.
The Team Penske driver won three Verizon IndyCar Series races in 2018, but they were his only podium finishes.
The Andretti Autosport driver will co-pilot a Honda Unlimited Ridgeline pickup in the iconic off-road race.