In the British series he scored a maiden podium finish with third in only his second race. However, in the following races the Mexican was unable to replicate this result and finished eleventh in the standings, only ahead of four other drivers.[3]
In 2021 the Mexican made his debut in the FIA Formula 3 Championship for HWA Racelab, racing alongside Matteo Nannini and Oliver Rasmussen, becoming the first driver from Mexico to compete in FIA F3. Unfortunately for Villagómez, he was unable to score any points throughout the campaign, finishing 29th in the standings with a best race result of 13th. He drove for Van Amersfoort Racing in the post-season test.
Having competed in the Formula Regional Middle East Championship during the winter, the Mexican returned to Formula 3 in 2023, once again driving for Van Amersfoort Racing.[8][9] The campaign proved lacklustre, as it only yielded a pair of tenth-placed finishes at the season finale in Monza, leading Villagómez to finish 25th overall for the second successive season.[10][11]
FIA Formula 2 Championship
Villagómez was invited to partake in the 2022 F2 post-season testing with Van Amersfoort Racing.[12] He returned to the test in 2023, once again driving for VAR at Yas Island.[13]