Muheet Khan began his youth career with the Real Kashmir FC academy before joining the Jammu and Kashmir State Football Academy. He also attended trials for Indian U-19 as well as the Tata Football Academy. Muheet eventually joined the Kerala Blasters FC academy and played for their reserve side. He was part of the senior team during the 2020-21 Hero ISL season.