The suspects tried to light a house on Stutzman Street on fire around 3 a.m. Friday.
Johnstown police said one of the suspects knew the woman living there. Investigators said she smelled gasoline and called police. Detectives arrested the suspects near the scene.
Police said one suspect is charged with arson while the other is facing conspiracy charges.