This dataset comprises time-dependent ATR-FTIR spectroscopic data of various drying oils (linseed oil, poppyseed oil, walnut oil, safflower oil and stand oil) during curing at various temperatures, with and without the presence of 5 wt% PbO catalyst. Analysis of the data is described in detail in DOI