It is a day similar in solemnity to Rosh Hashanah and Yom Kippur when shirah ("praise") is not offered, as the Musaf service on Rosh Hodesh reads, Zeman kapparah lekhol toldotam ("a time for forgiveness throughout their generations").
Source: wiktionary