Harris County Precinct 4 deputy constables say they found the Wells Fargo ATM on fire when they arrived at the FM 2920 location, near Holzwarth.
They say it happened around 3 a.m.
According to deputies, they think the would-be thieves used a torch to try to get into the ATM.
By the time authorities got there, the suspects were gone.