Lateral flow devices are commonly used for many point-of-care (POC) applications in low-resource settings. However, they lack the sensitivity needed for many analytes relevant in the diagnosis of diseases. One approach to achieve higher sensitivity is signal amplification, which is commonly used in laboratory assays, but uses reagents that require refrigeration and inherently requires multiple assay steps not normally compatible with POC settings. Enzyme-based signal amplification, such as the one used in ELISA, could greatly improve the limit of detection if it were translated to a format compatible with POC requirements. A signal-amplified POC device not only requires the reagents to be stored in a stable form, but also requires automation of the multiple sequential steps of signal amplification protocols. Here, we describe a method for the long-term dry storage of ELISA reagents: horseradish peroxidase (HRP) conjugated antibody label and its colorimetric substrate diaminobenzidine (DAB). The HRP conjugate retained ∼80% enzymatic activity after dry storage at 45 °C for over 5 months. The DAB substrate was also stable at 45 °C and exhibited no detectable loss of activity over 3 months. These reagents were incorporated into a two-dimensional paper network (2DPN) device that automated the steps of ELISA for the detection of a malarial biomarker. These results demonstrate the potential of enzyme-based signal amplification for enhanced sensitivity in POC devices for low resource settings.