According to media reports, at least eight fire engines have arrived at the scene.
No casualties have been reported yet.
Delhi Fire Services reported that the blaze started at 8.38 a.m. on Monday.
Earlier, one person died after a massive blaze broke out at a printing press in the Indian capital. The fire erupted in the Patparganj industrial area of eastern Delhi.