Joshua King scored the opener with a header in the 20th minute and Michy Batshuayi doubled the lead in the 26th minute at Ulker Stadium in Istanbul.
Serdar Dursun dribbled past goalkeeper Erce Kardesler to score the third goal for Fenerbahce in the 86th minute.
In stoppage time, Gustavo Henrique left a footed shot from very close range to make the score 4-0.
Fenerbahce jumped to the first place in standings by collecting 32 points, while Atakas Hatayspor have 15 points after 15 matches.
Galatasaray, who have a game in hand, are second with 30 points.
Week 16 fixtures & results
MKE Ankaragucu - HangiKredi Umraniyespor: 1-2
Medipol Basaksehir - Fraport TAV Antalyaspor: 2-0
Fenerbahce - Atakas Hatayspor: 4-0
Wednesday:
Corendon Alanyaspor - Yukatel Kayserispor
Istanbulspor - Kasimpasa
VavaCars Fatih Karagumruk - Trabzonspor
Thursday:
Demir Grup Sivasspor - Galatasaray
Bitexen Giresunspor - Gaziantep FK
Besiktas - Adana Demirspor