See the last row of the box under instruction 1 on page one of the booklet you linked. I am a "Taxpayer who moved into or out of Maryland during the tax year and received income from Maryland sources while [I was] a nonresident of Maryland", and therefore, should file "Form 505 Nonresident Return and Form 502 Resident Return"
