The Wisconsin Halpha Mapper has been used to set the first deep upper limits on the intensity of diffuse Halpha emission from warm ionized gas in the Draco and Ursa Minor dwarf spheroidal galaxies (dSphs). Assuming a velocity dispersion of 15 km s(-1) for the ionized gas, we set limits of I-Halpha less than or equal to 0.024 R and I-Halpha less than or equal to 0.021 R for the Draco and Ursa Minor dSphs, respectively, averaged over our 1degrees circular beam. Adopting a simple model for the ionized interstellar medium, these limits translate to upper bounds on the mass of ionized gas of less than or similar to10% of the stellar mass, or similar to10 times the upper limits for the mass of neutral hydrogen. Note that the Draco and Ursa Minor dSphs could contain substantial amounts of interstellar gas, equivalent to all of the gas injected by dying stars since the end of their main star-forming episodes greater than or similar to8 Gyr in the past, without violating these limits on the mass of ionized gas.